{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test a Neural Network built from scratch using Numpy on some non-linear problems\n",
    "\n",
    "In this notebook we will see how the neural network module we built using Numpy (nn.py) behaves in some non-linear classification problems.\n",
    "\n",
    "For each example:\n",
    "\n",
    "- We'll train the NN for some number of epochs and some hyperparameters\n",
    "- Plot the live decision boundary \n",
    "- Plot the train and validation metrics such as the loss and the accuracies\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn import datasets\n",
    "import nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_history(history):\n",
    "    n = history['epochs']\n",
    "    plt.figure(figsize=(15, 5))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    n = 4000\n",
    "    plt.plot(range(history['epochs'])[:n], history['train_loss'][:n], label='train_loss')\n",
    "    plt.plot(range(history['epochs'])[:n], history['test_loss'][:n], label='test_loss')\n",
    "    plt.title('train & test loss')\n",
    "    plt.grid(1)\n",
    "    plt.xlabel('epochs')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(range(history['epochs'])[:n], history['train_acc'][:n], label='train_acc')\n",
    "    plt.plot(range(history['epochs'])[:n], history['test_acc'][:n], label='test_acc')\n",
    "    plt.title('train & test accuracy')\n",
    "    plt.grid(1)\n",
    "    plt.xlabel('epochs')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear problem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Sk7L7pn8mnjC7BPwd9lcpPokPindxt/Gb+n77FuBH+z7v/e33At97yL6+Le/DMu5Wv9Y37ZV4QvoG/sb2FUcct7dwQJVinv4mPBywhHtFPrH/OOR5HscHsjX8TfdL9+zPO9hTpbjn94dV+fSf10ngn+bteSH/PZmnfXmedz2f46/L378a9/6t5nPxs+xWzH08HiI8aN8NT+q/m/99K4PVbWvAx/d9fkO+JtZx6YH+asBLuNdmPc/zhj3rOuy3LbxEfgkPx/b2+4Dt1hHnfCofj73Vrkdd871zMWSZP8RgleKb8Ou+e8yfzN+/Dk9SX2O3EnIWH5x+Ab9nV3AvyMcddKyHrP+w4/fzwNf0fX5N3s9NPIH9NYcs940cUKU4ynMgzzObt2kVvyf/Gn3XPEOqFA+6B4as/3/Ajb4l3ID/sT3n4bPy8V7FQ+6f0nc9/nD+7SJuNI3jWP86u/fe9wEzfdO6SeIb+DPr8/es5yPwZ8divlb+JYPPus8B/lNe/rO45zocsM1Pc0CVYt88L8PzU39uz/evxT1ca3j4/Rvoe4Zx+PPrLM6P9v7rmzYwtuTj8g78XvjDg66z8/TP8o4XCvcdyyrzkt5ytltSOC3MTJJOO5z7SGJmbwQ+UdIbz3hTCifAvGDjHZKePtstKZw1JaRYKBQKhUKhMGbOlRJx4aHjHWe9AYVT5++f9QacI96Jh4MKDzdLuFBy4RGnhBQLhUKhUCgUxswD5eG6dHlGT73swF6khUKhUCgUCg8M73rns7cljdQD8oEyuJ562SV+8Ve+/Kw3o1AoFAqFQuFIHrv45meOnsspSfOFQqFQKBQKY6YYXIVCoVAoFApjphhchUKhUCgUCmOmGFyFQqFQKBQKY6YYXIVCoVAoFApjphhchUKhUCgUCmOmGFyFQqFQKBQKY6YYXIVCoVAoFApjphhchUKhUCgUCmOmGFyFQqFQKBQKY6YYXIVCoVAoFApjphhchUKhUCgUCmOmGFyFQqFQKBQKY6YYXIVCoVA4GWow7YCas96SQuGBpTrrDSgUCoXCQ4pE0CpRS72vGpsj2QUwO8MNKxQePIrBVSgUCoV7wrRB1F3EtBtYElErQCTZ/FlvXqHwQFFCioXCuFDCtElIS4S0XsIthXNH1CqivevNMkNMErQK0tluXKHwgFE8XIXCOFBDlW5hbAMRI5EUqcM1sNZZb12hcEo07B9GDKM+i40pFB5oioerUBgDQasYHWTTyNokm8IQMS2f9aYVHmVUE7RO0Abo5EZRsmmMnYHvjM5uiLFQKPQoHq5CYQwErSMmBr4TEwQ2aKQyGBVOBzWAgHjkNRXSGlF3ATBAGDXzECYRLbDjv38nmyNoA9MmPpzUgNGEC8deVqFw3ikGV6EwFiKQ2O9ELoZW4RRQImo550qBLNLYRRSmD5i/zsntbbCA1BDTIpO6Sa0rYJHGLpHCzPG2wyrqcCMbXdvIZkk2DVaGlkJhLyWkWCiMgWSzHmrpSxwObNHYbPFunSdUY9oCde7raqOWc8L6JApTQKRKt10LawhBW4B6XqygFcwaZG0gYWmddv0HtJrnMW0fb2MsksIcTbxCCvPF2CoUDqDcGYXCGEg2A3SIaQUwTNDYFMkWznrT9mHquNGAkax9vKR+iaAN97TQIJumsbnzP+hKBC1nCQQwicamacLlewrNHW/dDUFrJCb7qgMjEDCtI5vY/xszkPX9fhtZG9M6FUskJv13aZWWOnTidWST492PQuER45w/FQuFM8KMZBdJNodRI+IDWZ0Y0gpVWkR54I6C2i6jEUNLLnq5mPPVKoLWMG1QhxvZCDifuP7UMmLKpRAMojaRlkl2ccxrTxjqnbMuIhBUk4b+ok0ElypBOYmrca8rXQNZGIFkLWJaoo43xrwfhcKjRQkpFgrjxCr3FDyAxpapQ0xLJJtC3X+0qXRnNM0wNUQtZaOj8twgm8RoCFof/w6cIVFrbmT2GT2JSaLW7oP+VEUi7jtHgZpkU8N/YhW1XcHYyS14aowdz+mie202SBVBW1TpBarmxawfV/S0CoXToHi4CoVHFNO2ezr6PSUWPNWHHTekDvs9ecDfl5NWDc0lMu24XIY6JGuTbPaBNERHIzG8AEL53xjz9Mxo7CKtdAsREZFAh0TrYIMLUJimo7YbXWnek+5ZwcjhZE0Q2QR1DTERdRtY8FY9hULhRBQPV6FQGMLRBoPIIcN9HpBmXx6RaZsqvUjQJuAeolZ68b4nm58WyWYO0J+aGn8OF9l4ijeygRWp7UIW1T0ijGsR2RQpXqQTn6AOj3mFI/PZwN7JYUUPM4opz1MrXRIKhRNTPFyFwiNKskmizAfT7kCtGhH2aYgNxSKNzRG1gjSJK4x38OT7QXmCmBYRVc+jJSKmbaJWaOzyyXdGCWMLU41sYrDdzBhINpOlEDbodRIgUt9H/SlZm8ba974Aa9HEq6Q0m6sebwOB2i6ikBPmzbLHs941sA/coDofk50s9jt9rvP4CoXjUgyuQuFRxSpqu5xzttxbIyJNuDqyl8ZDTTEr69eIaRe97K9SVPIQ5Z5wl2jl6sgTopoqvZTbyRgoIaaow5XxeZvM2zSZtrKnq3Jv00NoYChMUTNFYobI4mB1ogTSkcaWqUOVXsTDqRVog6AV6nD9/FesFgojUu6EQuERZjevx0N7ngh+DCPFjGTzJM31Pg+ZyQfsfk8a4H34Tp7DFdMiRhow6II2XTrB5k+8/AOx4K2bOEBs9CEjhWlCWnEPFS287nGLJsweaTTFtASEvlCyG9NBq/eharNQeDgoOVyFwqOORWSTuZryHh8JZgeH8MxItuCNvJVFC9QQ6NCEExpESgQ294VAExPnvlLy1Mleu8SEh2fZobYFmqMMJgljIxtpfV8z4T0bC4UCUDxchULhPuBCsC4Waikhi3TsyimJax5ULWjZwDvEGCwMkvO6mm4hxIjHTbiO1+C5SDAsFKkmF08IWXu4UGuhcA4pBlehUBg/ZiSbI2mWXo/J0zCCLJBslqA1RDbeJG8erkiLZxGRZAukMHvy9T3sqKaXZ3XY8T/OucnnNmoRaSon2gtjm9quDs6q7ZxvJzfPEtRhjhRK2LFw/ikGV6FQuH+YMdTrcQIam8fUIWgDYd6qKG2RwiWvilTjFXiJR9foUkNMd72K0IxERRMu516KJyfZHNAQczNtgMYuof5qVSViuo1ooZzLJ0SlFTqaPrVtKRQeVIrBVSgUHm4sUoerOfG/ITTLhNin7m8RaZKgZZJmDvXemLYIaQ2jIdlMljZ4+FNdq3S7Vykqs15lZyc8dnQVoXS0x6vbykrzGE1uZTVoWBsdn9YfQjRDipg2i8FVOPcUg6tQKDz8mPUS582Wck5R//SY1e8PyCsi95WU64WJQKU7JK1TH0Mm40HEtENga1Abzaqsm7Xliv9Df7edK0C3ERXJLpCO6rFp8RAJiYOMttI6qPBoUAyuQqFwrpBNELSZ29N0v2yyEXaA4ZT7QiZ2KzUTFaaNbHAc3ubowUZoqLFjQD30F6ZtquYmssrDgr2wrO45LCtafg7U2fU+KmFKKOyR1lCHqDVMW4gWKcwVD1jhoefhfW0rFAqFIbj2lrxXpBKoQ9A2jV04MDRmXcNjnyerwnI7ooeVnrevK8nRoznQiAlp1UOC/WFZ2gQt33szazOacAU/NxuYNj2xPlwaDDOqQyu9mGU9jIAbf5Ye7vNQKBQPV6FQOFfIWtThhot4sgW06MRLh0pQiIBJaJ89lnjoH5MWaewile4iVV5YQIfE9G5l596f0LmnsOxRyCaow2NZnV9ZaHdwWVGrgPWMQQ9R1kQtUWuySHwUHloe8idJoVAo7EfWoomXD0/4ljC2cvgx0NAiaGu3D2NurL23L+TDSApzdDRB0BomUduChwoPODb3FJYdFQsHGnrg4cy9IqpY19N478ZeoXDWFIOrUCicP9QhpmUCG1mHa86lC7oGhkRMdwis44/BBNQotbCwDUnZU3bt3PQCFJWHVcPRBkuy+d1G1FRAQ1CHTq4GDc0yAc+vamx+fw7Wiai8orK/e4BS9nSNbuyZOr1wsAuslhywwtlyPp4khUKh0EUNVbqJQfakiKhFoOn19TO2CawP6kSRMNuhYzcgZL2w8xC+Uk1MiwTc+EhM0YSLhxqSu2HZZW/J1A3LEmmlF4GQvV8NLd2iTleOrmAckSbM02peRIRcTZkwtmjs0sjnI6R1YrrTm9+UqG2BFC6cyjYC2UPawUOjrYe6krVwfygGV6FQOFcErbuSeS9ny5CmiFojaT7nIm2yLzRlwQdRS6fnDZHwJt22L1fpviBRpVtZG8uPR2AbS7eow41DDRgPy14Z+C6mu3h+Vdf7VJFkBC2RdHCI8libbG064SpRS67PRaCxSwfKV+wj1cT0Ug4Ne2hSElVaoWPTp9JKyNQhplu9YgvfxssoPMzVrIVxUwyuQqFwrvDE7r3GVLfdTBblJDJM/8n29QM8wXakTaLuYmrAXI29sYX76gkxtrPg6a4nT7R7FYKH5VINXZ62x5JMvxeFaWpNcdw2UJY2qNILrqdmbVJqk/IxV3f7T2pwScR0y/+0bGCpodJtOhpBSLbwyFJ8oIVC4VzhA2qWeVBDSOuEZhlLWyiXISabAgRqer8zbZOY3J+wfQ+YOlTpJSCiMIWYJGo1hzb3z2vazEbLCZBLYQStZ0kMYeTm3f3zpA1iWqTVPEdIywPH4MhV2MSuhEbvy+PnV42EZa/gqMaWdqjSbaDynC1NELTjUha7c518s9jxY2B914m5AR+0deLlF84vxRQvFArnimQzBK1iaZWoddxL4iG1SrepdQ2sRW1XsgdqBxMka1OHy6cSFjOtZWMhe3zMSJokaJ1GF/x7JWJaJGodmWEkGqZpwuXje8HUUKU7GJuQs9fEFI3NeXg1V2sGrRK1BiTEBFHLBG2NrKbvyfTrmDoo96k0tmnsdI7bSTCtZ09WC2kNLCG1CGyT0k5uP3Q8j95w9uqZ9bbgkGmFQjG4CoXCWSFlPabkYSo7uWcJyL0Vr9Nu3ktX3DMxjWwqy0Csk3JlXa1JjNqV2E9r/UBQ40nfA9tlmKAbegtaI7JGyhV+AqI2kVZIdrzk7qBVjK2B0KGHDSdomCWwhlIkaBVhJJtDYbJvvtHU9D2Z/joxLef8qorarqBTSpgfvtIE6MgcOFODhx8DiYsELWJWY9rGrENt108l3OfVk+bb1TVSszfxMK23QqEYXIVC4f6jOidzd9wfI2jCnBsap+IpcW+GwsW+dQpkRC3vSkRYGJQfOGyJvXBdQ7KpQxtbJ5uk0gapPzyphiQIaYPAJiHdQTY3EOVKtIlaJXE8gytqbVAzC8/VilqjE55AmiTqDhBobGE39wiAkHObRkv4lrWp47XRmlqfBKXsgVv16K9N0ISLBxY0yKZAG0DLE/65imkLrKETnhpJDmMkspBst4AADKOhtvlTScgvnF+KwVUoFO47VVr0BHabyqnrImoZ2eQp9S3c1dtyz1KHoKVe0neVIk24MvIAGdI6VbqNLObG1huHNrZONkVSi6BNEi2MhKUdZBBZQbQwaoIWaZL6dKw8HHiqxowZyWY8/6phXyWd0cBheWtqshcw7MlbGm8IMaZFIuve3zK4EG2VXqIThiemJ5siqJ0rULvaalCH66dnbHXXFWaRddeV8nVcjK3C4RSDq1Ao3F/UYNoYFMs0A00Q0zp1PB2Dq2GWijVSmiBwFxTAYtbiMmJ6iTo8fnTukhJRi57/02ts3cK06QaVDQmnWaQO1whaJ2iLZBMQpjyEmMNOyeaIWieymlvWBIxtX94xjZnGZolaGTBWPbdqfnc3rEVjU0RtuhGDJ4AnqlxEsJ+QVohaxvsfQmNTNOHS+CUuVOfQb18rH2vl7zdyv8w9WKAOVwna9HCnRRRmPddsHJtorbEtu3A+KQZXoVC4zwyXXlDff+990YmgFe/HpwapIdgmIcsBJOZ6ISlTZ6TcJa/KS0MMs5h7NR6Qv2SRZPMk3DiIze0BSQXZNGLH2+2wAcSs3H58cc5kcwRtY9qgP2k+2dzAfE24jLScE+dFYpomXBhqdJo2iVr042OGDK/C0xINCwRtADWi7eG8U5S9Qn/ZAAAgAElEQVS7MFKO1u29TmIWGz3ohyEbwGPMKSsU7pFicBUKhfuLVR7e0s5ASM/oUNvCiRYd0x2iVtwTQo0ApZjza+b3GAXyCr4jlilCtgP3hvm6cgijIatAm/TCdxZpdBGZt9xRmMxinfdguGSPWleyQFS5MfQeg8UCyS6SlI26QzxpMa1lBfXdeUSbmJYIrOXtDKBlIFKHK9nwOgXx0+7QpEFD1/ftfCWmuxxIg8tZFI/ZeaYYXIVC4b7ThMvE9FLOgXGPTGJ2T6ud4+HaVyuYbSACImI0GCukNIvCoB4VssGk9gMX7CG3wBZSt7F17ds8LJx4AMlmsuetk8NjIpi3rEn9yf1HcUhOlWjvS54fvk+jGEV7NLzy70JapbbLYJOEtEZgzQsK0iaNzeW8thMaDhZo7CKV7iK1EEagQ6J9YPjzoUPJXxDIXklBYzO57VKRyDyPFIOrUCjcd1xe4DGMLUwNsonhHpljUQNrSK1eUrUIGBNAIrCJ5B4po6EOF0Y2DJpwCdISgXXX7CLmxtbHMCxyM+yYFnuGZm3zroQ+IoM5VaKx6bHlVCWbotISqX+Y6IrHxklMOwRWkdruvcsewyrdPrJt0EjrD3N01CKmVSBR24Wc33Y+jJGgZSKbXu0KYLnaVK3hOWqFh55icBUKhbPBAmIanVKxmxQJqklhb8gpoDBFHW7kHKecP3WcfokWaeJlFy0lAdU9GRQuqXAjq7vbsYwH0yaVFknDcqrs8rG35SiSzZK0mY9ZtxWSSGE2q9pvgVwJ3hAJDxUHbeLG78nDY7JJ6vgQhxAPOs+S9/bc441MtAla6+X9Fc4XY39VMLNPNbM/NLP3mNlXj3t9hULhESVMkGw2GwgJSDkpPiCbcQHUcJF0iJbTkVh0r9aJ85QCRp1b8IzWWuegnKqg9SwOesrkqr/arnqoyy7QiU+QwgWM7b4Zk4c4e6E+nVI3yocX0zZV8yKt9Byt9BwhLQ05R8OKR7IsSOFcMlYPl5lF4LuAvwA8C/yWmf20pN8b53oLhcKjyU54kgm9340Yg0aTmEWvxHtQUE2VbhPY7pkmjV0mHanWnvabMmZZbmpMg7SFXE25m1vXcCFLZWx7KyFN5KKENqgm0drf4PpRIuuFiZjFWEWlZRpEYzlXL2ujBW0MFAEYOzR7KksL54dx3xUfDbxH0nsBzOzHgM8EisFVKBROHcUZdtJTRC1lYdWK2i48UC1XvOdhvZu7o0SVbtOx1qFCrENzqtTx34xbF6sfizTxKo0tEDVH1AZYIGgT4V6xXfHW85FvdRyC1v2Pbn6fGUlTBK3SaL53rhq7kPt4dgtHEmJyn5RH4fwwboPrCeD9fZ+fBT6mfwYz+xLgSwCeePIYlTqFQuH+IQ/PWW56/CCXryvMUGuaXsjmjJsq95AwrVE1t0ihjWtltXMuW8S0foTB1Z9T1a+kfuW+bP4+wgQN10nacWkDCyRFqpTb8ZBobJ4mXLl/BqGaPrHZFslmT14xeUyC6v1yIeZViNYvJZJ7fhrbvWbgYvLBuV4Lp864Da5hV86A71vS9wPfD/Dhr3mqBK8LhQcM0w4x3cotYMAE9an2PRwD5j3uHiSClqnSHbAOpkDUJo1N5wRpTzw/lJxTZdrKgqtV7ud4tuE72YQbimqo0vNUWsbzuqBKy9RphZ3qg8Z/raimSjezUVMRtUPUKnW4fu85e/fA8D6aLrGx3xALiKmR+1gWHm7Gfac+CzzV9/lJ4Pkxr7NQKJwEdZW8/fEQ023AeoOCkLeRsalzJ0I5NtQhphUSs5htAYGkNoGNnB9V7+pLqcHY8T/ZEy7MOVWoIqRlWlrO6vTzg62SzoCgLRedNRCTbj7apOcvpbs08fQrKQfXv+rGVg4fiyof90WvDL1PeB/NytsL9SRJOtR26ZEMsRZ2GbfB9VvAB5vZBwDPAZ8LvGHM6ywUCveCOlTpDkE7YN4vsLF5F5y0vX0PK4I2aB6g3KgHBikrvjeu+G4TXpFoIAskLRC1BCYs7WAs0sTriEksbVDpdm5RtA0GHbtBirtaXS7wehMIWeS0oaVbdNIVdGTi/RhRTWCbtKetTqLy/CXGbXBteRVnP+Y9L72I4j6FNXOoMGgttz+q6IRLD1QeYeFsGKvBJak2sy8DfhEXcvlBSe8e5zoLhcI9oESVbrmeUuh6Wjru3bJhoa4S/R+KGqp0O4f8PEzYME2ymV4TIVmbWheI6bY3Wo7T3tdRW1S6AzIia5gJKdFO/5ltPoAULrnSu1Zwj2M336siyYha8ty1Mwrzel7fnutC3Q6Ze1T+qYFwykZQzMvtW6aSr2ecCkhSzhvzvLVk095DMyyQOFmrqsL5YuzBf0lvB94+7vUUCoV7p9eDrz+XxFqezCvD6OwmyksYzaDX6ySoyQ2n1wBobM4rte5n5d0pEbXi2l/52AiI2kByJX3TDqJFxSqY0YRLNHYJI9FKL4AstyaKnu9jAEZLd9hhFtHOy9jz6LaYe/IlOEZ/x9NENkVjc0St9LxcgQ5iote6yLRNTHc8sdwgMZObZ598m5swTyvdJCl66E7C2HIphjEaoUFLHmKnDVRErRG0SR2uP5TXcGF8lIByoVCgm+S8DzPPD0KYNt0joy1qWzidEIm8FUzUau4DOEHUiieX6yHzokkEre3La0t4rlYdriIqQlrB0roLsdpFsIislYVQNzyUuOdseBVjVslnolfAsDtDkxOyz/CRbsZO+AAaLuaK1g4NbWq77NWCqqnSS4CRguf/BdaJ6e6prF426T0e6fh1yhaNLYxXZkF1vnansihuQDZJyNtQKPTzCKvTFQqFLqKV7RvtegPkvfEUZqhZyIOovPrqlErtfZlbfU2rDTGFaRNjZ7RGzA8DucVLHa9jNgUpkEKfISAh7VClRcwaLGy7JhOTQOOJ9OqARApzhLTekxJADYFtarsy3JOjmqAN91J2mz+ftuelJ8ewTR0uIbvmmunWytIXRkhr+PWVhx3zcx3TBk23ofcJSWGWpGmg4fRDlvtxw3e/9Ih7IHfGuu7Cw0cxuAqFAliLJsx7Y2R1Hwu1e7dyrpCYOvXMrd6AdcC0Udbn+U9rBDUkm8xSCWfg6TEj2fSgenj26iTatNLzJDzs5hV0u8atpQ0im3TsMSbsJqSawBImb0tU2QqowpKowxXqcJ2YlnMlXIuODU+YN+3kBHsBEWOdpFZuvH1KxsheOQa2QGQ5hn5dsT35Vd2fm+XfnhI25pytPkTMeWIaMLr8uj5YU21wIV1jdR2INGGu6HGdU4rBVSgUAEjhAtJkTyk72fTYZR/26RKNOK2LaasXphLR9Y+0eroGxTHYVQ/fAEHUHfcqhYuAEdjE1HiuEyvZuDUqFmlYQK0FttMkrXQL0jrGNim2qZlDYQbTFkErpHCROl47cntiWgRiL/9OkEPDayQbktCtBqNmMCn/cIbJMVhPjuH67qKZBFYZMER6+lQPrpBuFzfs1z1/saudZRUpzBG1StIkXiixQyLuynwcRq9YZSdLSLjx2tglkp1BA2t1etW1Z63vdh4pR7RQKPSQTd5XqQfP22pnT42HDwPbNEzlAeiwH4uY7uaGzv4oS7QI2iRo/fQGLCmHPpuczN4+2PtgkTrcwNgmpFUCHRqb780vJn1fbYHaJgnJjdvaFnb7FYY2HXuCihcw2tRchRDz79tErZE0guismpzAPzjwiwmCNvZV0IW0Rkx3gIRZIDFJHS4fOfC6R2/wXKknx5B63kbZJNJUXncLQ5jqvI4HNJ04eyEtbVCl2/mYBwJrJE3ThMs0dtFz87SajbFpmrAwksEfuqHz3jmKSBVRyyTN3EeF/kRMi/6ylftnpzBH8yCLGz+EFIOrUCicHWbU4QpBqz3PWm0LJKYJbEJKu0rm+2gw1SgMGhRdo8sV3E/IHpkHcKOnPqxdjZkLf9oO6SDjzORVfXHKvQqpzkbnbG8ZGDTM94ytvo0aceODb7O0ZxsSex/9ljaYqN/rEiAWSJrAEFW6O4InrdtmqM9oUkKSFwhQI5sk2VQ+1xt+fiyQwux9VYEfGXWIadmFaRUwbSCb6zM+s9GqaRRmXAaC+SHH+ii22RdmNctG/pAWQWMiaI3IWs7vc4sraAVRDRYdqMnFAELWHtkLWnCKwVUoFM4WiyS7QOKCf9Q2rXQTU8ohMHlPvn1v25bfxvfmzyTSQQNBb8DYASZy6MSlFFzVfXCwDFrJHohdCQwP6616a6ND8HY3Q3Sp1FVBdw+dG5qNi6E263k/E4mp3QFeCcO1uhpbGG1QN6OxOSotk5QH0rycOvT1rZVopWcxc+8MGKYOwRqaBIQDEtpzf81Ei6hFNxazHEPQGqjGcp/IqA2SKupw3RPbu4blg4gaqvSSF4wwibFDxQoNFYn+iseKwBZNv9Drsb1Buz0xd9ffvUbun9fPpTz68sbMkNp+ned9Nm33HRfDlKht/sFu8fWAUQyuQqHw4CAR0x0P3WXPh+Rv22lvKyGLJOvLn+kaFGpIYciArg5VeolAg2QEPU9gh9ouejk/k/s8V1Fr+8NlTHhYjyMMLtokptzYYAKX/+zQhHmwFiGtDHgVak0Rk/chbOwiKU5SaZGQlr1lTk5KF5GUZkZq5ZNsngZPyu46xjwEtnscXYNtJ3srugNuC7SNWacbYRrA9bRuYV05EdUYy9Bt6SORmCSozsuedCNuBEP1rAla35eTpjRBsHWvgOxdHzqxUZRsxrXbtNMz0ANbNDZzapXARyLhRt9eo6nvzEvEdDt3TqjyV90WX9Pnp5p4zBSDq1B41MieCVM9ULY/fN5uaMPuSxKtUR+rlVBjC6BEYL3nFeiEy0PDVDEtu6yFTWFaJ1hCmsgesVks9wJsrM/7c0AFpQ74fnBnjCZcznlL6753dqGXr+Peg36vQnQRUOqeZESdLjOhNWouQJig25uv0h06mjj6nFigscs0WsBIoIaoFaKWcrhoAZm3CDI2YSB5PWVny5515MGXbBQLILSxtEUdriAmmOA9VLYB6hok6yRNEdIGKYzZ4FLKMhjbiNaxG3wbHQbCoxZJYZKo1Z43FDUeNj1pKyWL1OEaMS16zhtGbXPDCxrGhRmJmdzXc9AQb2w2/52T6fs9x2agmMOtxeAahWJwFQqPEr1wSQfP70lDPTsAljaJukugRjKSTdGESz5fz2hrstG2Pxx3T5vnax46ZaiRY4EmXqbRhSwtEIcnYEsDA0pgM3udun/PI9oErdH0JaQ3NkulFQ/vZVzzakh+WK9ljRunHnpczyHRWQ9L7gl97t8nl0jofbIdZNWePLUI2iFoywVFR8Eq0A6VbgGVG31qiLpFowXEBEmJkBtru0lZ08Rr+85rr0/kwOAbIIRsnE8QWEfqD4mKwNpuYcC4yNd3YAcpAktEjDo8gcJoRoF7a9YHvkvMEdjG0g6EGhHcuDyFHCbZhFdzqqvpdf8LCJqwgKXtXAARcW9qa8TCkxJOHJVicBUKjxBRS/ta+AyVCVCHSrd8IDYPh3kS+12acLHPaAuglCuzTqParPIKtm6IBei2EtJhrYQsHpFgnLz1jWoIbbJAAm7IDfldzr1KNk/STvY+kENlVU9wtGukDrSsQb7NJk/4x6i0nqvargwYc7FfmV7CtDUoiHqKeK+/sNuiyaJ739igYZaKbZICpgasohOeOGTA3ZubljBtY2xiFhFTBKtJRNyIkId6xxwm83BgTWKCiiWgBtXEZp1te+VInphkUwRFTFvZoyjMdtgJT5FsJucwVadvGJ1lGyCrcsPtLaCDaGXZi1xhSgvR2hXbhXzO00ih7YJTDK5C4VEhN9ndq63V9ez0ywR0Q2C9QSCrgoe0CU2DWRowgLxfYPvkUgy5arFKtzBtYBiSqMPFew5b9JJ91SGyAcnzoEwdX1/eb08Ab7tXL+9/Y7PUdsnV37VF1CJGnZtMez5Usimq9JKH6MIUpJqK55GmkbWzJ8vb+yS2e8c/2TwhbRLSsnvDbNvzszTphqFVecC3nl6V0fF8KXVI8XjeleE9GAOW6txOqCGkLaBBzHmO2hCvpQ++sWdwWtpyQ17bEMyNSAUa8zBVXhENc/uNZnV6hvuhoe0RCdpAqqhYdJvZ2mBtTBtUzYt04pNHGzYWXVg2V86KSGOXSTaT74NzikXfx6HTjCZc8bw9bdD1avl9WSoVR6UYXIXCI8XwcN3e763bGmXIvIF1xKAXJtF27avTkGKwFnV4DGMb90Blna09IbuR6Ev29XyqiRzm2/BQXTZ+TJtIVc5V2TWKolxLq+aKi5jaxG4ysxJVukvTLZvP22TWgFrZcNvuedCSWhibKOawpjYx7RDSoifvc4Fkl3Lo6lav+XFtl6jSbYKWCey4RpLNUukOtY4WeHXv2wohLWGIJlzsC/U1vX0O1kBs41WKW0yk97EdPmS/EWSBpmsUpy0/Lqo8xBZmIDVU9gINM9Q24wanwIJ3AugS0hIxrXgqEJ4rVoerJ0wWDxgbQOPGlu+kh3hRlqMYIQxrFY1dpOHi0fNC9vas90JyCrMnNyClXFW7kQ1XbxifbP5MvGHad19OnK1X7iGkGFyFwqOCWQ5j5Wa7Gc9JGhxYEpME1himCj78sbHfaDvptg4k8HZDdtQ+DtmUSxscYXjtTfb1EOEMQZvUzKI4n8MkESQq3R4It3b7OgY29oVivbIxYFofGFhFyEnbtYcfc1gqskKjy3l/tqh0xyu+4iQN80S2EZvI5nIvyW3EFAozNDlnq7YFFCZ6OWJRSzR2+eD9Txu00i1kno9T6SZVepHaroNZL9fJ89sm6BnZNkHQMpZWIbT25erJJumEx4laxpptmji/ey5CpEkLQE3PH2QxG1NVb/+jlpFNoW57I+1QpTvU8cah5/QwmjBHq1nya9W6Z2OHOstdhLTe81q5BtjJRX5N27TqZ4ks5SC1kTRNbVdzzuPx7wu/3u8StejFIngT7siqXwfh+pnkeu29LwvHoxhchcIjRLIFTDWxGxaQ5xINiBviBo00lXOXXCvI1NAJVwhs5UErGx9Srmg6eOA/ETkR2qvqpnJK0DZVup0HnsMGNMs5N/1fxZ7XzMUbs8K91hhmNObgyYHLl1X5rb+7vcFDgi4d2tsHMYHl5cS0krehyRX55uFMNqg149utBuXNCWztUy/3UPAGjQ4Y1CWilkjW9t8Z1HqM2NwlcofEHLVdIIRNLC0NShxISIGJ9BwJ3559uXoWSUx5GLXf8FVyTxoXchiOfUUVHrKtBg1Vm/CQ9bBG1mry4T7coyKborarTOi9mLYAaGwaaZqKl0g2kyvyamJap7ZLJ8uZk4jNLVeeZyYbQQlLO8SwRGLm+AaKOlTppguu0pCY9fxJAsnmc87l5sHhv8IDSzG4CoVHCQs08SpJO0AD3QTwIfO5KvhmbkUTUZhBNkGjSUx1L8dq12g75gCgmqA1grZJNuGhniHb0lW27h/UZe3sBdo5VANIVCQmjk72VQPUOc9pbyhI7mlifSBRvpvMn+wKaDWHk1o9j1pDO+cngazy8FRvuc2ugdMv3qoEdIAahWM+niVMG8Ss2N8w5fs9kNQcwMwNPwtULJMElmoU+ppp08FUk4wBr57n6k32DPSeRlkvn2tzN5/LNqga7y+ZwoILaB7l7dk7WS4I29URk03QhEuH5g2leJEdXuEeRCqwSGAFqUUKC3m7yS10lnILnWN4i/qbjrPjxnZu+eN4xSZq8r1zPIOra/hbN9ZqwUVI2SBpFlem3wGKwfWwUQyuQuERZKREVwvZiNrzYM/aQcYO7p6Jx0+czW/x3YqvqHWi1qjDtSHJ8cNEGXsL6vtzSFuVgST8TU84p6Gxyz1jIaRVV3nPeTiVVqjtWh6ot2mYQaFNoys5+X6HrgJ+HeZRmKTRBNK0ex6CUdsTeeti3saYBS3d+Ek2RUxLvl8pEWwN1SLYFhNhh0aRwDRNmIDg56HSYlaCz7vGVi+RG3DVetboNoKudIfAJo0mgWyMNbcJWqUJF5EmUIg5mX8aY52uDldSJBK8nc3Amejm6nXz1iK1XaHSHSytE9NiTqqfIGTdzKhVQmporEMTL+f9n/aqSbV2z5k6JFr0D0u+T1vuJQoGaZNW8wydcCPLbAz3eKV4gY6mc4K3CFQ97+LuAQzZaO4carT3ZtcWMS3RbTTdHJlLdW9hdq90zdWdfqH1Xdcp51c++M2+C/spBlehUDg+ZiMNUgcRteqOnT41b1OHmJZck6gPV+BOvQRv90ZVdBPqLW14LlH2djXhwqBXwVrUdoNKNwlsAy0iq1iqaWyeKi162C0EGk0S05InpHOZOlzsJVnL2nTC47u95EJfL7lsnKZsnCZ1iF09KALQIdHuLSsxyYSWfbBXcGOFNWpdBUWCAhN6P02zRMeeJtksjbbdw5R1skSbxi7k8OodqvQCDbMQWjnfqoJmm2Cr7olJm7R0B4CgJUJqqO1J7/cYBVogskUiQIhZ/qLrwUq9Y7+30lFhmo7axHQLQkJMEFnOnkIwtmmYIGqdpPm8bZMkW3ClcnnYNxFpwrUBAyxq00OWeHPtwCqmDtYkUpg+wEDfvW56259WiCztmaHbQufoxG/TFq3mJskmsoZZTSvdopMNd2nbz6W1AGGpgTCN7iHsl6xN1CayKTfM8bZIHh6vSRY9tF546CgGV6FQuO94o+bBt3RZK3uh0kCIR/KE9lZ6BmghMwIdOtzA0hYtbpOYcI+HalrNTTrxxsBAHNggsOMq5znnLGgJS2s5Cb0b3gs08ZLnRoVr+8OtFkeqcvOKrhvZOKuzIvuuqnylFRou5nDZHSJrLlWBhwATLVCbwBZVc5NOfKIXCu42NRYTbgiklxB1DmfWBN2h4bInyodJIBDSEhU5WdzmUGgR0hYx3SSp7Z6wcJlEmyZc7Hng3Au1TSvdxpTcKLJLhLRCCn0VqRaz5thUzl8bDNF1o2OeC9fKBRwXSZrJmmuxl7Tvie0beGh1B3JoNLCK1Hbjlso9o+k2dXj8yFBlsmmilntyG34NbOecwKOHwZiWXUOsO69V2be7RhOvYU039LnpVaRhlk64PjxcfwTJZghaw7TpHk01RFZpmMviwwtHeNYKDyrF4CoUCmdAt2lvf6J22g2lAK4btkxslohazOGVhsSCh+asodKtnBS+OxAKEdMydbzWW7S30WnnnKDF7K2B2KxQ6yJNvLqn0nBYB8FjcpBxpiYLhG4RdZcUpjx1i01avMhOmobQykagJ2F35QzcqNkN37ohMIERgQ2ghdTBWEN20SOWTGLMUedqQw8FgywQ0zLBJqntqud6qZMT7ae88XXzHJXuulfNQi5BmKBKi3T6Cg58edOgVeiFUcm5XV48EOjkaX2Hot8LlftouuxIKxd3LEETcp5byOcoQT7no+Tx+bmocgudu1jazEUK07mV0ginctg68vplbTrxKWpddaOeVg533mMVYdYBC1p3UVq7TMde5l7b0iT6oaYYXIVC4b7T2Bwt3SIp5FyahLFFY7sVd0ZXOmAiexRmcpIypNDG0jZRS9R7+tm50dbZs0b3R0SteFI7nteUwjSBdVKaQ7Fbddn1II0rT8Zyddsd16WyimQtorZ721gzjaVNjC0q28FSomPVYKg0e2lk00hh10NG5fpf2sY7BcwQzXsfJmsT1Lj+l7ZANXW4TOoew+xldM9cItkMjdXARA5lBiqWaNIUgds08UbP2+LNumcJrNJr5aOKhgsE26Jh+tBcP2Pbja2c5yZrUTeXqbhDSrNgDYFt92bew7mRtanDDbxYpE/Ud5Tf0s6exb71qrNr/FpENkNzWonsFl3C5DR07QoPDGcg5FEoFB51FKap7TLQwbSVZSUuDniEQupKB3jOEpDDaNu7nhNr5RDWLp4cPTiwd5tTu7bVRJ6vQ2NzNDZPZNGnaxOjHmjBc/BOJEJac69MWtm3HQdiwUNcbNH1+HQV5V3BfQtLa0SWEG2EK+O3mps9qQNfjnubPEwWaOwiEoR0B9I6yKjtii/DZjC2esdCNkmtOeqwQGNXBkO4btLmUF8LrJUNpUDQKkFrVKxTaYkqvegyDnl7mnCJOt5gx67TpLYbzdwhydyYPuywaIe9Q5LirFc5Zk9anWZpmMeN1t3Q6shYFs09ZkiuCQt0Ff4996tDUGdkD1mhAMXDVSgUzogUZr0kv6tqvycE0xWR9J5/WdqBrHGVaggNHbuWm0sLqLIMQ+MDZP+6bJbAOpa2+sJSLZc3kLeyccX4kPN6jhiQ+5skUwHrRC0fmsTdT2OXaJjKUhITYKLDldwLcAeTJ/QTAolp10WjzqHSyb7lLGRPoRssxg5mLRpbIGiRdrNMCnMkpmjk6vQQqW0OVS7vsT/0lfq0ydYht/HpLt+bGleksOAyuGmJOl7NJ82QWkSrUbVAR1cAEWybyBINh2m1hf2aaXjYsQ7XUJqgpRcweRVlwwJ19eR9CbPJ2tTxOjEtZ6O9TSdevud2UwevKLmyvLb8GNsMJ1PeLzxIFIOrUCicHXaQcj00NkUlz+dpWKCl54hapVut1dE1L/9nmpiWoVeluLA/dGWROj6GUWPaRmFq19Nl2+4J6g9NqquQPnwwd8OoQ+rvDagOMS2OppQeKnaqVzLR/GevcqONhZrELDv2cipuglrZ0Mqioap6XqreKsM0nXSVmO56PhszdMKMG5e5FZKSUfECgZRDats5p+kGRs6TUoXwXo0u1jmBLBJtmUbTWeF81acHz+/a9RQOFjoEbRJoeiK1AElThGatp2rvgp7TNGEe95ytE9I6pjXv0xlmesUN7tXcxKymEx7PrZMSWU3r6GN9SrjRde3oGe95BV0jvkOiImrTw8vh2qko4hfOnmJwFQqFBxLZNEmzuWJrCxCNXXDZByYx2/Gm22FutIHQjE58zDW56GBsZUX02d2mynIvUiA3r2YmJytH+tXSw5AqS0hlF9oAACAASURBVMwlKvrFUbt9DI2tbAzO9wbPJl5mm0iVXiCwRbJZOnYDxTlSU4M1e7wb9dDwmWyKJlwkNOu5Km4nhwOnMG378TNQCMgmkc1j2nHds3jdRTXTmh8LW3AjMhvCdXCvToOQ7QAXSHbRKzth1zAdoLNfasHMDS11PKRJRWATazaAQLCGZC0SM1RpkSYbz8mmsxfvpldABvPjbuQ8tDWa0/YynRGeJN/pST6IVr4e71KHx0rC/DmgGFyFQuHBJOcEJWZp6U+ouYrC5G6StixXHx6jNUuWazC2MZKLdPZpTbkxVrtBl7Zp8z4SFSlcQESacCWHkZSNQM+xcoumK1DZ3xvwJhBzhVuWrAjXUNaWSvECO3F/HlATFlz3CfDHdE1Qh06fRllPfywLcgZtkeIclrZyAUIOC5qHAQM15CXKJrIER4Nskib+/+y9uY5k6bKl95n924eYI3Ks4Z57+6LJBigRfAIKpECB1KgTpNDgGxCNfgKCKqXWKVCk2s0HaIAPQCpN8PTpc6pyjNEj3H3v34yCmW93j4jMipyqKrP2As5BRXi47zH9X9ts2Vr3V1BcxtEu9CeoPKXwZotohrXCbaf2McLFNjm0iviMKj9uiezVTgHD9HFur6GVKfg87B50FATWPIxPN/cNjZZompeyilL6SomJ+k0av25AmpiqZOU9N+BrxnAFBwwY8NvAa0zKZRTO3UgdeoPVyDy8PRavfXTOB0GUiOq59WtW5pU7YR8h5+nAvtJpCaW+Cpd0uwxzTx9n3NERKi2dHKxba3bOtgv/CENC68X7jStdprS9ZmiemqFHfXVsFUodlhAxdadSMau47kR7rl6ATiPaiFULbh1LtDrqh50ziUlGbyl2AazMSie4C039KwAmB5hPMRfEZxkL5AgzTHdhFVfkhtgNWl+iGJUOk50wCpWCIBveXZrh4huxSpDtzymN/Q2hptR/TKdP0msrzVrRr4KIOSXC2bd+6XmJft/7PuBhGAjXgAEDfnVI78TepRDeQ9i9Cka+hTCDvNnyQorqyi+bkN6//VWWpPatQvGoksTrC2K5V3ANXRGFxl8jtqTKIzo/pOGMxt5QeEurjyniFL+iyn7v0bS94SbiZu6LIboFl+mWQH4TxS8wGRORQTe47tC6hjO7jcFaRlzQ+feIO0XmdDzCdZTnbr4RtvzQkyaYnGBykD5mSvEzCrOsZjmj+hPQ5pDCNW7XmBxS5UkajzpQafxtTDxyiTDCfZZ2HUuqh3/YOmsyTFJH9qqf2BSWMZHJdbZJx2HT5ksae0XliMJbBOuJWJXDJHGKe5OXuvxuiJjpAaXOkhxqWmvMY5hjMDr9JjAQrgEDBvzqKPY2FsIN0XkEI++kUaetFx5iGk98nqSrRMQJo5ws/AC4U+xtBDzLSnY9pdPH6wihW3+PeLQbOaPYBVUOUJ9RuKCyT8tjip8x8nParMYVv0T8OmwLNgX83m1pwT4WwnIdKu0rk9ZJX8cydlhNF2r+vHLyj8rU9OMtDSRc3sVvUDtDJPL93Avqc1w0w7t3EVng7GDlCMyjBVqvwdscOjhMPVabXldLVC7Tj21NMlx3aeU71C7DtkPCn6pwGX+XRC7ajHNGXGOyFw727hR7TcNPVI4pXOIYxlHkYOqjzz9t+BEIn7AnafIb92FljypHv/DOAV8LBsI1YMCAXxdeEZ+Hs/kGzBsa+1ssfqmFqnKM6UE/VReGnC0weph9wy2oX1G4ivZWIojcBSYpxvcboEQeHjcxJccM8BSDa1gDuCNaQceoGa3sU2RGlzYOIkuEa9w1W1wdypJWnn7a+SP0T3gLMqKyQ+OX4XBOVJ1EK5UjXKaIdJg3dPo4RfiawvNPI33FTilcYr5HBJBHNmS1fURrZCb6BGVG9eMwRbVLJv4z7o4TMUoioHYR14XdrEad3D1mmVDLRlyTnYFLDgCcE7FBAvUa0xPQ1eDCTdh3OBQNkb64IFLDTMRe0ur3PCTi50vDdA/znaz26VDZ+sbw299hAwYM+OPALS0ENkXmgWgxLenkOF83Gn9L66N+UvBjW4jrbVxFxM/mLjGh+BUmx3T6BPUrlCuMknYTTsNZEppdGt7iXqMKZzXChFnl7C1Yudq7TFID1vbZke0qQuc9EF9NGWrq2u4uulWPaerPYJcUXyB+xchDQ6a+oOpJBidLWjFcRRaiTm9tq0XtPFpzNOFuLntb10X6/MbV/sS1ifeM1/uXwviGG9waTIghB6O/liJGJ48AofFT3K8xDrOK4+Fsr9tGrO+Cyw5ktTKqoVPAUDrUrzE/BlaDEHPUog1ay5McIrjpBy7C9+rT7q3PBtF1O3XAN4WBcA0Y8EeBdylSp4+U+RJYWSGsfLFMD3EKxU5RruOPbBG6KEnvq9pR/DJ8olaLvYTWRu1qe4rO22zZ3QBNeEL9AolZI8jQXax8twomR1GZ8RucFlhQ7RjhGuEmWp5iobHJgGGXBrGrEKfrSuhsmKatxG3Nlncoi9yjcVSe3FE/o7ELXARxj7BofXbHV8xlgskOjV+AaHg1eUPxMyp7QZo8j0sEWZHcrQ/pwikeJaKOjOJvYr/lcN1+5YpVtqQzptOnaVA6ijYlSzBHfNG794NGTmQ3RaWFGnork0lWnG4QWordRNyQeh/907dKfwHOGPdReJPJLlARN2p5HnmZ3iLMUu/VhLeuO+qXVI42ZOhCVMcGDPiyGAjXgAF/AKjNcjEFEIo7VTYy9D4TxG4Y2ctoJ9GgLND6cwiaRXJhBxGPalONSonaDJE2W3WjDesAzSm8hHc09iKX/xFgjPwVnT2K1uMvwOSAxs9S45T77PPYVz8DLzH5Vv9C8bcoc5ARRkOTujJBqRzRcEbHPuBhWklYVBR/jdkeLntrkf9mxajOGPnPOe4fOrZanuHSpBh+J6czyanA13d9mNxCUK3Pt35vtaL2lmJv6EmkK5VdjO3qlvpVvNyTuYL7lOLn6X92HZU+2W6/Fjuj6kmI2f0Y5ZqGn7OFuAdMEHGkXtFwSqv/CHSU+hbFgFFOTVaUa0b+N1r/E1VPQlf2UCG/CKaHVF/iqwEHnea1nCN+EaTZx6hcUTlB9TrF6LPQgYmmNcZvr+Ea8O1jIFwDBnzr8I7ib7IdlIuZRzXDfPKwStdWRebd7yl+HtNz+bozzvy9GVXXDuwuu1i1aFXJDq0+onAWJp10VCLEWmmjxZiI133DeVsx1yQJvzx1Z7KP+U1MCpKh2X4NMqGke/nI/4raLEljTDKqLHAvkERBtLDknyB2RsMVVZ/Q+gki0dIyF7pyTx6jdYzr/5t6JwtBvr2lY0anz+G2fYGMUL/mTnBy2iD4rc83pjS0uI+jcOOO4OFndSsiRr1Nu4sNiKZDfUV9NX24hjNBuabyKDMozzH2MfZBGwyjsh+tRTdcI7dR0gNMfY5rDEFEjM0u1Se0+iPWfLiI33WKWxOmqKtz4UaVQ6rsM7KfMJlS2UWl4hakNgjoDuLXUaFkcHIf8OUxEK4BA75xKMtcnDfIiCjibHhMvef9W9WxaMh18ng7Cgfoo1hutYTCX+iuX5ZIBRzTmDgzP4qqks9yARSMcbTHVvvi9+yvaLTMMG6HH9/daLTfhEXaQCxpfLFBECdgb1JI34blQlaAlBsqx1Q5opOnoGMaLlj63+O6v7Hge8Td3LMvykVol3S0rjj5klF9SfVdKPdVWuSOZxg0GHe9qVTmkSOpo96jrLKztlJgksc2A7+KCB4OWWVQ4mS1qMA9W92EyRFQUL8AAUMwfRItZZ8j0oKHlUYljGMbFnS+Q/x1l3qxkpq5W4TLuyTrCzxzL++0VhmHGJ8r8IYwpK10+giTXYyrrDIeRHu4VMz2qByATKmy21cUB/zK8DaHYCysPe7z4fvGMBCuAQPug3saYVa23Mi/Qrx72XxADt07qmMhZp8C3lsgQEziwTYJCNz3VbMdVeMypuNJ6JBkjMthxsysiYvJiOKLbdLlnhqjh7einCnOiHH9KWJ8Vr5bBsXOiArSTeiTvMOZ5L622R418GuMabrfby4U/s59UZvhdDi7WeG5QeiiLWdnmD7aso0Qb9N9/DbJjAnOkb3e8qYCwXQ/CKCHIWoQ0nArVztLP6yCeKWpP+P8DLoXujFaKkdAxWQ/r/1628IychF9li1Jw+SAhR4z8teIL2jsPEXsTXhfeUfxF1QOaThN+mgYu73FxO2FVuoFE/sz0FHZQ2SKckVXvttu//VpBLsZBK647vZ/U+U4CG5OcCqVqo/p9OnDW5cDPjvErmnsVV4DAT/H5IDKyTdNugbCNWDAbXiXk02xgEXe3l6acn59XwZBFmS7GuJ1PXX2Hry7OuaIz5JsVcQ7lDeozTAZh/hdx+BdSJLlafpSrQKPl2Gg6bcrXwWXPUyfZi7gNoIEXIVvk4yiJcg8bAQ+cAGNMOYOGOV+GY3/HBNtLHGMVaCz0NHxCJMnkT8ok4jHoaXwNo00pTer7OTo3nslgpgFt5qGoVEBtN6A0xC7RlT714Ic3PNZukcrDWoXCJUqh7iMafxVXqe1q7xE6YpiF9kWvEBljsuY4q9wa+nKk/C/QmnsbVQCfZ5TgGvRPBKEO6Y9S2riJrT6nJH9FSSCqd3DoBVWk45TKpMcpNjrtXnOeGtCUO2Ckf2ZqHzsUFjidFQO7g8HF8HZod4jtjc9pPUxxa6ASieP7pD4LwJ3IqvTkhB/uvfaNwM3Gn+Tk8erh7gYZrBN3eM3iIFwDRhwC8XOUlsUYmEngmXdp7+f0fEPgRQ6eUzjb8CXq1/SyZNf9Pl5X3VMfZ6RKsveIqBqQ7ELGnuTPlBjWn2Ky2ZVhBDss0vD65z0C6dyYUmV/W2yla3K0DEVOnkWXlNpglrl0f3XxdskZwtcxtmSWn+ueginG96mlqtF/ZqovhRKmqs6lcoxVo7jZ93rheSuk6wCXpIMiSr7MeV3D6wcY3UvrScuem2TsUfVQyLr8UlOOa5c8N9NDsKbasPXyx3zXYpfJyHKc0q0PEUAX6AscKaILjE/wjyrTRmfJHYDGYBdXdPMdAoujOzFlo/ZSguFHIWBrIf5q9a3uN8kz5DQdnEAvkRtSZVVZNMetjKwdYtri+TCG+dglX0Jy7AVyZakU+5o0+6eo3c79n8R9A9s8TDxtT+wfW7EebHt+1okq673pDN8QxgI14ABm+j9hba/oEP8fRXi4K8Qrru0PsmqHWz5J73vfe+sjoXVgCMUrjf0F4qXParv0umTLZ2Xyf6d89d5+l75DJAgYhuaLdwo9ibtJFZVlmmQko3ol9tYB0dLTq1do35Fp99tt4dlRPVjCqcZNXSdLTQl6kIjhIKxH/cAK3K4en/G3fjBhlnluwmAy4Rl+Ud2u/8r7AwYZ8tQGPlrWnsOjTzYGuHugQtVH+O+k+R2fU6FBWE3ugiist4r0HFP/qAgvmRkP+dkKYg5nUqcu3s5g2bVcQexc9wtQ7MPwKIKWrgkonaWVA7BBdMDqqzjnCTtGUxGiMfAQqAgHnFEEdR9Fd1Sd6rsUfXR76ZFWOw07oW8hl/9A9tnxzrgfRsP0GB+5RgI14ABfxRIiWmuD3zP3eoYdPIEkQWNzcBlg/SE5BoZJQH5pc/XMNvk/opQOMPf3LImuIlJM73rRt6/z86J0ONx7lXJ/MYzqh5Q7BK1GdBi+hj3EF9X5ghC5Cw6Slg3CAbephv+S4SKMe39zJzxg5/MTfdoOaYwxqUBxriOUJuhconzdw/6nHdC9F5y6z7BGYHPEPG4Ug5qC0w6UA0SY/Nsi+5HaDRxVRs/izzGezfquDQZT3MSnmt2lZ8dTvvqC5SbNLZdDSLMckpwLz9ltb1dVE5xlyD63uZ1aVAug8yI4BKRUBj95OrHJBB8NrjFoMW9D2yzr/aB7XMi9HSjNPfNhxeP9rJ97IPGV4KBcA0YsAnREODe+tKMVtfj33DHfju8qzrmPsL9NWqXmLQ56ecZtgu/NP34EKhfbleUAGca5pV+/M4WjTK/owWJ+JlTtF5H988LhSu0+w9BDnUC1mCM0gIjonycEVWPQsslNWJobJaakyldeZ7E9MmDDFjFl4iOMcY5OajpLt+B/3KL7EHw7G/eatt0+hTxLqpX3gLh7j7y11TbQWSfMJPd3apoRlYixKDDNL3L4vxG5WzU/2x6iDFF7SzCsh1cOgrX4IJITJ+qLOl8n8IlXRIupFDlgMIl1Q4pco14xCotM9rp9jSbW8vY/0ynT6Ii55LX4ttevL9aiNDpExp7ncMcsJY4fIZ7/3eMgXANGHALVY8Ra3Pybi2a32p1/dFwT3VMfYnklFHxM9wLlWPQEh5W8tt5G4VnVWXrK84rYje4OEWWuWg34HPcR1Q9QZnnpF4TcTg0VDlO4fwSXFHOKH5GuKnPqfUAa6IK2Pr9UTxb+5ZtuTAXvUI5y1c63A1skUSp3N8m85jyC+v02+7xnlYKF4jX1NU9CjIJICPa5u/x1hnxIrMWhSVHuIeGq8ojGn+5/qxMB4iAaaXT71EuKanHM5+EFcUWuSuYHgFzir2N2B9ZxlQnmxXRVTVxDZNjoKB6QfU9XE76Y9C6ai3T71PjV3m/7YQvmVeKv6HzH379NuN9D2zuf+gHtnshIzr9LvVckVrwe2kJf0kMhGvAgNvIoORvxRbik+CO0KY2aZu8FH+LyT7LJowuoyW2oOrk84zdW8V9lOaahxs6n0VW0d4tQK5yyMhfYX1LyhCucVO0LGMxXCcIITYHKiJd2CNYTC+2PME0Wl7qFxTJyUZpItbGloz9b8z9Ubjnswi7g/edUtmhckLhNULbT2u6KIgyrf93TAtK2BrYxrGKzVJUXmO6UY4wXbepip9R/AI3p2Sszaj+xML/SQQ6r86ZNrT+Y/6oWWWboxatWndF/IIiKb5PkhcDEnNMT3DbpVi48avPsbqXTvER8O0yovo0HPTLGZ2Pw5tLml4TKGk/sQWRaDP7AberdCZ7cXwr8u9LEFufIw8xvfh1CrB//Yek+x/Y9v/YD2z3QYTbxrrfOgbCNWDAfei9mv64ELuh+NsY3/cgCp0+yoWyY3MxdDmg6gHmi9Q1fYKGJqe8Gvs5qjTeoXKO6XFk7TF55xRg/xG6S2dPUD9DbIlLocoTSpndEowDCCZTil3m9VYoO1QfE87vQSCn3WvEu8hNzPZqRMMY4vOHH7MIy/IPjLuOEX9FyHgf36PIIsgtBffII0RLiN7tmpG/xghLilUlx6uh0qJ2GSTY9ygSFRaXPcQXjOwFbZqHsjpGkdBoeUvjrwnvsQ73Fzhjil8FEWMZ5I84/+pXmO/Q+EtcSuipMi5HrNKVZz1pKrzB2CNyGi/AZoiOEVlgHOZ1ece1lLviapOD8C7zMJZVn+MIJvuILyl+yspDD1M6nj8o8umzYuuBLW0h/qgPbAO2MBCuAQMG3IW3NP4qxeDjnAib09ibWFA3F0JfBT+Hj9QnTRq50dSfozrFBBdFZIm7Ah7anJUzuNe0mlhgMkrX8rUGxHQv7A422m/mUakK0qWwIo46ofqIKicRfAwpaM82mO5Q2aHxv+E+iQlDD0NSlwm4RcXJR7m9zbbZPdCGrnmO225aVSiNv8Z8hPqMwiug4BhilaX+08hZ3JwulYLbiIn/marH2UYtjHiD+WitJ5OCu9PYX6n+FNNdjH0Kb8E0A6yj/drpcVh42CXuSdBUsuVT0pKhS4dwX5/v9MIKMhQeaaYHYIJyjnuQVtMfwhOMBtOd3mn+wZBCp88Ru0n/td0gcg6F04hfkhh3MPZp7C1teqb9qhge2Abcg4FwDRgw4A402yGbi6HLFLUbsJsQeNc2qhpq0eKy0G3ZA4Tj797uTcbpNKy+npwpsqr8CEm2ViHWQXSKzyl+SafP++rPWuO0PoZOnjPycI+PSb1RTPTJThA72aXz3V5bgneY7udEVdkQ4ivCDJhgPka0xWthJH/OduOYKsdbInrxBWqX0aKVSZKnDS2WV8QMlRkdT/vWW/HTCPemvTMIIHQhWpcpK2LpJlmBq0BB7JriJHHaQ+0qJgNNGPvf4udsA2odg4aOTXxGsWjnmkwx9hA6quwTRPUWsXZH7IbG/5pRPLvRGtT9IOWfyYMq7pFTFMNFMEYUn0VVS8ZBtuQkiWa0Sr/qClO29UPrNBiofs0YCNeAAQPuwaYH0gZ8ztj+Fi7rck1jr/G6h+sUZUH1T50yaiENALaqA2EGhaTtRLjEWy/MjzHzlqa+3Gj5aZqQrl3fTffoeJbtMg9DT8Z08piRv+i1Rc44RePhC1XsNciURfkT4/pXBMXZXbdWbclIrzCCKFY/YsQrWnuK625E3tQX+dklfcFmMc0nN+AFd8lYo6NeLydUqu9ne3WJcJqO8rsgki21lSBeMd9HZIZ4m1OPS9SvqD4Fn8TUoJQgfmK0/oSJXLMS6I/tL3T2DNcxIgJ0qL1F5IAi57TyNNp3zMEW0VH2JeGTtUC4xIlJx+KXqM8jlFs0pyKDqH0scYjooNdJAEOzVWRBJSqZLjtrAbZ7nAeWn5Xw/arwlsZeZ/KB4JTwWfsNB1IGfDwGwjVgwIA7CF3OJWyKWq1DuaTjB0AoAjW1KuGtNEVYoH79ixqrd293klYM0LcC0+LAvfQWEboRE9S/F6HxF3Q8D0sAT90QHhUPABFqeYz5IUHuSr/4d/aYxl9HNQuQukC0hhDd3kK2qawcYW5RALTIg2y4iglNiTzJIld0fkThgo5dip1G67APyS5RkSFbZH5D1WlqwTQqcNSeOBQ/pZPnFD+l8TdUv8HlIOwtVh5lHhW76oeM/QazeZqHVoq2VJlmkPQjBAm/LVWq7bLKN4QG9UuwkhW6CWpXVN0JywoKjb9EbUmpP6PWRV4iFfULWvkTlJX32Q7iN4hdoywoPst2HziTdNT/MK2f2mUS1llUV4Fqowjhlikr4ijeoXbaxyeJLaj65OtyMXcP6wRs7UPnlcZe0er320MsA74KDFdswIABd+BM+0Dg+JpwxG8wDkCbdQaiFPASlac+nmP5vo/+he1Ooi1pS9RzcpAl7rvU0aZPT8PtKpzadfy8ah+J4j6l+FUQrK326AjYrsa57tD6D6FP8kqjb3MaMr2h/CpyB2UP12hbqlxgTGiYrSso0gCL+E/anJxb3nGPDxf7BS5P+opF612QRAnC4jQ08iqqWjql+tOYCPVLOo7pyt+H5syuUb8OobZ2tP4IKAhzTPaCAEtD6K8iTzFIVofpEeqXlNWkZmrRvKRTuk5w2cdRRv6CVr6LyqDuY7ThAC97wC6i2xYPYZ1xkX5jZV0N45ri55nd+HDEBOIsKz7jPnBb/ZSF/jMaYkhC/S0CtPI00g68o7GXtPpD/L1dIXQYO6E1+x1aEkScVbt93+SQg/p8cK3/CjEQrgEDvja4xcLqXfgP3TKC/CwQoeoTbKWpQqEcpv8UOUkX/7WNDv/I6lZsV+n0GcqEUf1ruMwzxWUU7UI7DUImExo/x7ys20fMqNyyi8hA6ZXW65e3XzDZD6JppSdpzhThjGIzTISqgkjNFh4RXu3dFqkT2rSIkCQb9VZFpwKjrOB1gGDlEWptvqeJSBi8X1zDzf0onPH1MHIC/RlN/Q+pfZvSEdqxxn6iyhEiES4eV6oJ4ixTqhxkiPCkJ2SFSscJIp77K/2+iF9hKKCRN+oLVhmXpJEpNqPK8cZxGmJLRJbx+uq+sQ71OZU9WHmEeZsxTx0mk3sF9caIEZdB/HuCG1OdgtPqD6hf0Nh8g2QCEg8Jpb5OA9Ylyk1o0myPtvwjrr+3Nt37JPf2q+3FgM+HgXANGPA1IZ/UJRfoaCNltuDnfkoXwWU39TGsW3RJHKofxBg+mhqqeXpDfaLDtwSJ8nLI0p8hfsnIfgavdDzDS6H4gip7sWh66LqqPIo23CY8JgYfRLZuvW+13Im3FE6J9qNS/BQzpZbnUJTGXmAcInh4L9k8Kn5lQifP0yLhiOKvcd9JglhRb+n0gMZ+Qulwj5ZqK0/S2yqOEe9Qn2XlcNT7OfXHJAWRQsv3OQiQlg9MUK7p5DnKebjnuyNUOnmK6xitV9HGRDGdUv0HCldU36cwA2voMkJJZYH7HsXfRmwPs9w+EQ5uRuE08iBVo3pHg0hLsXPQwuqeFZ8j/jbikXwfkwMaf5XH1VB8HlU8fb7VOguNVokBB5q83p46vS41ctOcZN1e3twt79dCkQXGDo5kNNB/YCn/wO/J6dxXFVjfCHpetde/ptbogB4D4Row4CtCsbMUi69JzSqY+WN1Uw+GKJ0+pbFX2RoK/yP3EYinQP3gg3U5d+BO8UuMKcKMkf+cmX6FEW8JddMBgtHqj2y2Fht7EYaXjAnvp2sqYxp7hcn9NgTiyxDhe9f/jcmEYhDZeOc4Ggt585il7dLIKcIcZ0zlANeC+pxSX+MidBItveIXdD6OST0D9fN0gG9o5RGNn+E0mf+XonA/o5NnuFawloYXqFuejyWNXdLp062JRbErCsskmI6xizGNVieK6SPMWkRuMDnBS5C2Jf80CbyF55Y4S3mCS0O1m6hKpd1HK98z8vBGM9lF/TImV1nGudAp1SIf0TGMPaocMvH/pydx4h2FS8zDagOdoNzQ2GlMPybhiYraPOOT1pmZLhOqnMRAg7RUxiC7hB5vku9dEZUNobx7eIzRUOQmzFzT2mSV66c+S5f73wmkhOu/vcmKcrjymxzc0S8O+DowEK4BA74WuKFcczsY15jkxNsXJlxkBUZ/SME3+KYv1OfbSvzPLeNjlGi9WfhysUQwYBWBs67sdfo8o21uEGtjslHCz6r4OeozOnkc75MmbAzsVVTUKBQ/y8rKd1Q9odgril1jMgapVI7wZofOQj9U9WnquVrG9u9ZNv8Y1YeVM/yG47nJXrQYxQnTzllU57YqOJNwb/ewxtB6TmQbjlCJc17Zi+pWv41ojYndhlHYBQAAIABJREFUIFLTk+oSY3Wt5n13KhZroak/sZribPXHIFZuObSggEE5znrhhrfayrMr9XrRFpyifk2nB9RySNWjfjJ0NQRg7Kawfp7Ebon5IY6Aj1F/GdOZ6RQP0aZV5tvNMylUPQ79FwfEROsy7T3yIUQijqmx043KZqWTIxouVx+0db/Fv6Hud9eoM92nlXG61ntW+L6AhGDAr4KBcA0Y8NXD2V5AvjBEuZ2r+CU+X1eLo3cUv06LhD2QKXCD31eNkILJMeaHjPgblXXGnzs09jJE47qTVYLlrenB0DipX2F6hNGkU/1OGsA2632Uad/aCaPU8d1xfS+oX+G+iBYdjvluZA9iQTg2d98XqF/QyXNcdhA5Byou2Z4EUAmn9azgFLvErURgtyto0/9ssoPpSVR3XGj8DZph02A09jMRXbWDOxTOQ5slilEyw3AdSVPlOPZRllQ9DPIvCtRs6YaObE0GF7jsYl6BDmEWhM4VL6vz7uAawn+ZpZgf3B27J3/Q5AhnlGTcqHIUGrfNCCA9pJVJEhV6olLNKBZVxRCgd1FZpFB/p1YLcV8NFa1vAQPhGjDga4EoJnsppF5lyX2bwbidHjOqM4qdpUVCizECJCoXOmapR+/5hApsal8sYnIAVHHd6aOLOvl+653OOKbAOALdwcpJTBuuyFaK3Dez8Xzld7Cp17c5xd9QvEVEqJyEIF/mYVMgjwiysW59iYUn1mqBDRPXDuUGY78nCeE1lT5U9pbGX+NSEHEMxfUAvFKYYTzGJaqgm1NvcfwzxBeAInbZT/+Z7iMypdQFS/lTTyxNDyn+Jo7Fd8KUlSUd+0ju47Y5a0ldVUPDKUFtbgDD7BCRGMiofkAjbzDfy7ihyL7EF9saJkht4R4d788mdJnc0TpVfULrC0b+ErxgjGJSUSYfpz1MTVWwtqHqNOD9GAjXgAFfEaLC0GUbCXBSO/WNBePKiFa/o9SXiIL5EUhFWVJdY9z/vcLhDZFxWgdIOq+vnOddpojXdJFfVzeEivk4hOE+iyqIL6Jdl1OPVY+3q1kSLS31m5xobCn+JsnCCGOSFS7NKcgbzMKWIMTno9zrGyprCwuTvYzgsdhtj3PQytP4ez+PepBIVkI0bTSW6wikngku+mPHncJFHw5eOUTFQ5/FCJElMEW5QOsZVo6iWuSEWStzEKh+QEUx3cd0Lytea+JhsoOboTKn4xlKWDqsjFHFQo/YyvdxjaQDupiS5XFWn5Z32ugPRuYqxmBADHR0zd9T7THFLgGPqCPZ/+DWuNossjoJTd7tZIEBA25jIFwDBnwqvIZmiGUKoPeAldaoI4w8P5PuQgqdPgv37DSq9N/RZNXnhAjU8gwhKjwAHUdxLvUBX11ujPwv6SmWtgwqG1ofScIzp3peHw8LBaREMDRjEA1vKmmochKarXtMJ6s+AjtFuaZYECGX/QwA70KTpFeY74EtaeSv6Ye1wGuL6TEm34VtweoQZEK1g2i1+QKXUXpL7eZwwRUmx1S5jv/OYQHlhk4eBXmiDdsKxrCaLOzDxytYOO4ry0wQsNhXqTiFkf1ElTlrP7ZKJ4e4jFC9Dj3dKkLpzj0e7WGxFsFRuabjSYRgs6DKUVbzagxgMCHu65IasMxs/Bi4hx6OK5KtUvwsBg50j04//iFFbBbZlxtB4iN7RSvPf98u8B5TnfdfqwFfGgPhGjDgU+CVxl7EWD8FMNTOYzFiZQAaGWidPvs8AvMc+X/3PvkGISu/jv5jK7vwM30kDTEJeRi+S3hYINzjMr/9RqOxl4DScURhRvErxDpa/Yet1qCzl/YS12DgUmg5ZORnOdGYkUAS2q6V2P5eSKHqCdWPo9JkS4pcZAVNUpjuiB1S/JRqUxo9Qyyk2lavMD1AuaLU83TvL6ANS/2P6SNrNs5QnBOl0+/BXsS0oIfwXXxG8YoSJrWV/fjz3oTUUbocCCh9QPimrky8TYuMnf5cOOF8j6/bheo3MZCgz9eVRzeKvUE5R7RgHuc8jEYF95rnsiBiiBPmudJES7FeZyXtVnv4gRDmKFdb+45Xir2h0x8+6V4tfh6TjhtB4saIYud05XdIuNxyICQGNSwnIF2/oBZzwB0MhGvAgE+A+kU4Vm/aNNgZ6qd0Za0NEp9T7IxavrDWymvGgSw2Wo57UX35Ak+04guKnQbB89AyCdHGi1bn4ceTTGmoekhJZ3SQ3vLhfVWEaLe2uZjs0PlBLDjyBlgivlq425yqO6G6gS8pdsGI1xQ/R1ik6H71NSmIt/due+s8ILgbDWdhz6AepqSuqC8p9gKk0vAGfAKqaL0MzyxGdPIcyazFlu+wcsi9/lCiWaFb4Dqhk+9TdH+J+QhkvBa8ZwuxygnKIi0tJFqn0qSUbJJxOVNcohISnl2H2/eOCGrXIYbPyBmnhF+ZndOVZ0DYlRSukzBHXJL7NcUucOlQnJg+bWn1GZ0e0vg5bkHoxCtVjsKc1WcfHAWkfgM0t/a9ZCZl+/HWChkm3Ucq9WiAj09Z+JIofkrJ7E5XYRUR1Ml3gyD/V8TvL89gwICvCJHpt11tElqiXLJuhYQJ5Sw0PV8QEaOywGUnPaWmKKlF+swQb2nsBVHzmKJ+lQHQsZgVv6SxN1vn4UMR7bIVSY3cvqgUvvurK87/psg6JvdMDmPqjnFfcaz9pKPQ+CkqS5xdXCYINYT2/TXbtnDo4W1W1FbhyeMkNTeIdDjTIDO+iElJrqJtySiTAjR1Zh1k2LKIocyD/OXgwN3thveZu2dLuw1dlTwCHYfuKStUURWN/erKM1r9OxblP6GWxzgjlBkm4yTJgvk+lZ2w0LinCrIS12/tjozSgiKut65anFLCO0skrTdeIuZ9y3NVDXbZodXvCJuGPbryI1aOcdklMjqv7hz/++6tqNTdfV361z4SqwrzKt6q/9z247VmXxJe+6D0tTv/KnPy838vDHg3hgrXgAGfhGgj3n12+Q30Ee5hQbD5pS+Si/1lTLl90OfVXoN2XxtN7KyPF1oJno0DCtd07IetgV9nC+sjnbElzFU/bN/D8mD7WDIOW/YwvVst2s6tc9xHiLfpHr9ApIu/sWvQ7TZtT2ZXVSjR8LvyM6pPUKlro02FWhcoF4gXqk8QMYKsNQiW8UkRqm1WKHJOsddUfYrpQZBBu84JwYpjmDeY7IbdhRXG9u8oXOTQgGK+h7EDYv0RKzGVaDLBaDDdJQLIl4AHYWc3SXTX3wPiS4wxfvueT0PXdUVpTXhcxlSeYrqL1jmmBzGEgFI5Sb3Wdfp3la12LqwmR69jctRr3x6Dd1dSXfYQu8A32pHii2wFfpruseoJTf2ZeNhokuQ7pp/JC88tY47i3goz3m3ri4fD0rZk+zvJUdTr78577FvGQLgGDPgEmBxkZEvpJ9hWUTebC4awyEXkSxaVVyPqnw61iz43EQeT3WxLaoq13zKynwiB9lUcP2SlBtYkVHOK69eDMabxFrFZhi6Haeimk/l97+rpQVo4KJcUO6XhJcYYk2MKN0i9otMnWLbr1FvuRAdpg9sUcKofheUBQa6q7jGxa4Q5Yje4hhjdfJStvCbE6z5HZZGkqoJfUOqMKvsplp+E/goPDy6JgQDlisYvw1IhPbmKROWs1R9yn6+yVbsDKqnnuqHKflznDXT+jGKvs1Ub+7mUPzGSM8w1iI4bwpya05MAJvvb/zZEEHG68oyqT9gUb4c1xWqa8r6HlXwt9XnxIBAPFsWvMibp6TZJkzGdHNP4q9CnSYMzotNPb+u7TOjKd6hdxr9tdjLb8jMMsLhT7E20Y/NBpfFTqi+o5ekvvPk+NJGBeSvLU+miXTzgV8NAuAYM+ASEhuWI4pd9i6PTp6xiZaIKEKL5+qVjQ0Qx9u640SvLEGA/9GP8hsZPsyISNES5Bo/WUDi5X1E5oMgMZ4z4JWo3uC5BapCsNLX84BzDT4B4S/EXBNFzir/EmbCUv8Pe49vlNPSeSiJZpTrqf2dlI16G8PSyzEU0mVD8hnWkTEXrG4qdJeX8C0bB9DGOUuQmvaYEZUb1Y8z3Ih/Q9yPoOTVWSsVkmm3iBmfCyH+i+sGavItgHi3d6oc0/hOG9tos8SVil6DW24eoX25Pzm5VQrcXYZcJnf6A+E1YOTCnkQuqZ2XTl7ho6t3IStQEk12Eg7RfEBxPp/1RnudNX7MamqjU/jV+Gfdfvr7ymgtt4tpLLK7HNMngRiXVHfXzsL6gRNA4DZ08fffQwwfCZUItnz/TUFiiXPf6OABjl+LXmC8/XHMlQpVHjOwVMTFd0PS1++Tc0wEfhIFwDRjwKRBJZ/ODO+03801biPEXEa3fRtUjxJY5Th9kyZhGO+KBKHa1XaETwX2K+iXVj7JtOQENEbT4ArEO5QK8DRNLfU2tU6o+/nhx8ofCK6Pu36ceaYLpIVWeon6dmpX3nH8ZUfUwXOg9DFb7ab7bVYucQGzsp9gs4+jccRO+Vvaakb+mygGmB1SbRzCzzRDdxWWHWsZofYO4YRxiZUqnJxSf0/hLOj9EqL0dhqyqQThSLykyB59SfRdfVU7Ns912hckeVQStF6knC9+opr6mK09676htaLbG7j25lJXnVLZdiyyoPqUrj1GbxeSiSa+R6uQJVR9FviYdUfkdh0eZvUR9GUMWDp0e9mTJ5IjqHcVucCG0anqYpr9X3K6AiS9jYMGXmOxHRJBA8TOcXdA4e+Lz9Bz7fZsE98H0txADKd1H/Xty3aWV71C/SluP/SB0nz2Wa8D7MBCuAQM+B6TcqeS4jH89stGjUOUoxcuSETYf6gF2N3IGEXKun769I0rlMcoZjSypHGPyGNEuqxJh1Pqr+P14pak/UTjD2EO8oryJ6pGMUzR88N6PqHIcBqUpzq7yBLSjcL71d2JzGn9Lx7PI4JNoh1V2KdyEv5QerUlu2cHqlMbPaCUtEVBMj6jsUvUEy+nVDvA6jjatxW8Eo7KDe6HwlgiaXrm3z6jeYRxmwHdMHoY+ClS70L/ZEmSMyIJiZxk+nZVQr32lqr4jj3OV17iuLIWHWfEbzBdBbiRifnx1Pfw1rf+YbbY1aY2Bhe9ZZWLG1OkGqRWllqeYt7Aihn300mhr8ER8SfEgrisiOLKXOJpRTJs6sHDbr37y+Vr73vXX43ORF09i/e7XPvJzZUJ9r1nwgC+NgXANGPCtwFsaexWLJ4I7VOcXHNnvwmSHxs+wza8HbzOUuWCyS/HL0P9IwT3sB6ocbrXtxCNM2fnyxqwRW9Nlu0WABnelyCWdnzxMJC2Cyy4dG+P+aXWwqX8p9hZHES5p5ALzCTBBULryNCwduDVVKHu4z1EWgGFoTBOKILcIadVH0d6TC/AZ1fdwPUjLh5vU0kX71Cg0XNHRxISfNFQ9oPFz1GaEq1a47LccZCD0Fa18hzCn1LdpBZGRQNJgvrhzz4RL/12S4pJDA8I2iZECvuSdLvFScHbeq+27TdQgSJMTjv7GGLFzhC5yHWWEsAC/prGLnGa1kH6tPMyCDb5nqw+Eex90ngcUFc0M7f6kj2aSbfp5X/ULG4/Jb/AAN+BzYiBcAwZ8I2jsbShlZHc1GxbCaJnyIWHTJnuYX2dbcjWFSfggASaHqM/zdU3RuLyjbfnrOM+oL3AZY76T+qdxL/AXuaG7JQR/MGREJ0/DLd6XiHksfjJJEbaEsajPMQRf+Xb5It6fnk3YAhjT2gmijrKgyAVu0OmtyttqMlP3qf44zUPnCNcYY6qeEC3POcKC6hM6fdLHylR9jNaahEei0ikFlTnKErElVY7o5DFFrqi+v5U7WOxVGoOur53LdmVpdWw491tlbB6Ot4hfxUScTLOV9ZH3hQidPskJvkuUlo4TXPZQvwidEw3iCyb13/WRQyBBXD9TG039kuIXa52jO8XPiSDwT4zZEqHTZ0noInUgWsS/UrV4wBfDQLgGDPiSSEFwuLB/QfLhXUS/bHomiYA3qM2o5ZcJl/gCtYteJ2JMI+aFJhfJ/LqQQqfPEZ8jLNOw8pTNyoH4Ip/If53YIZMRxedB+twoLHB3oKXKj/dXWR4KKZjvEwa3I5S3WXmI6+mMsj0WzumdPGHkM9QuwBdR1ZKGyj5j/wn3UbTfvCIoxa/ofD+1YXPUz6KCIzuYHIeLPHF9G3/bEwaXXdx3Ith6U0Sue7TyPU1VGn8bsT5S8xyEBqvhnOptZB3qTl77U9TnYe9QJtTyaL2tvupyk8ceGYWm+zGNWC/YDguvMTDiRuMvCRVaofFrzC8/LXVBNM1UD4FRap66EJozIbIYC5V9ii9w38WpFE5Z6Hcft81NuKN+ccvXSnAP77lfCtV+EKRQ5THVH/WfP+DrxxcjXCLyvwD/DWG9+++A/959NWc+YEDCu3xaXeSY+/5nmyL6rbHyShKvhCHl4WdpOXzgXtz91arqwqrVIohdxxSTNDnFFBl2rXx3fztONCtpUVXpfBKVGL+Jwofs0OnJr6Tf6nLKMBZa0xPclohc08kPWPnI6hZhj9HYKZ5EotDipkhpcZesoq3y6VL0XY5Zyohx+2cKc0wf08kxzoSx/QXzBtdpkBiZoMzDFd2dcffvEcnKor/FeEWrf4+Vo9Bt+SxbTWEHIdxvd+EypS1/wuuUEX/BmWQgtUQepGcrUBW1q6zg3YDHsAD2F4SwWoiW5DzJzCjidlCqPO79sqo+yc/wpN3SVwbjHstBEkZ9DJA91JIg/eCCtG3brVQ9oqkv4nUHxCg2w2WSYv1ZTuPtxjWS258bnmNREX34947cp3NE4XYrud+W5YSlZRXsga3BgWh9U/iSK9u/Af6Fu3ci8j8D/wL4n77g9gZ8ZQin8p+BGMsvfhlPiPrdVx/ILL6ksdchnNdxthwugHBP//wbDI8hsavU25BiecN0bWkQE12vcwELEW6Vx5ENJ2MES7NFAxcKl1Hp+AWEdUBUYsLTKY4/FuZVK+czLx4eETBqVzmQab0/FVLo5GkQ3I9E3J+nUT1a5Qh6Q6OnVDuh6ByhxaTB/JCq65aq6x61OaKyrhLFFN0EUclJuvVn4jcUPwdZhsg9XwuLjlcsfT8ri0/SlmNl+vm4t3qID8vcQcJJvNPHaD0DHCw1aHoKXjFXvE5RrumjbjRCqIWC+hXjOse1EEvFqrX87I7Gy3QP85VpKmtCaN2dvL4V6bptP3EfYvrxLavqaZD5MUqLM4rkgfKcpr4EX6Z2ziPVAQea3ixWN4Kwxec09ipIl1+jLKmc0DXPtiwn7oUIzk7q09bEKawr7mmrb2groxXsVPa/WNzWgN8vvhjhcvd/vfHjvwX+2y+1rQFfJ9TOYTVNRJAu8SVq59Ty5LfduU+E+mVUP2RtCOo+Dd2HH36R9qJJYWxvkV43dUrLs3U7zY1irwBZLyre9bE0IDGR5yW1SUuwNjRD71gYIkPwAljisktlj+Lnado4BmJarXKIyUnqgOSzLDRBPC7jWERApzg3VI5CvP+J2xBfZJjyxudog9c9RDs6jgGN+B6RbeITf7z1UwRGx39tF0cqQuQ0roxA1zuxyv5b9kMKJscYt0i7O+pnOWEZU6Th+6ZZkYoKi9LR+Ulou2Qc17heI7pEMmYo2rIgNkfU6eSHje10FHtLp9/dPb8phF//bU0i7Ft/K1gatr4f8XDwJvVyGveq/wze0EkI4kf+io7HtOVHhGuKz6hyQPGK2AJkgfszYvI2iaBbPAy5UriMwQ4fU3gLtVL1yS86xlc9prEXiEe1Twifr/uqdo2d9trKuFSeZsHTe+6ZAd8yfq3ezf8A/O/3vSAi/xz45wA//t3JfX8y4BuFstKDrBG5bjdZo/l6Id7dHeEWySLBfVFAn7q9JY3P6eRHRCI/LyJHKtHmGGVLo24/wUuQXPeOwvVabE40WtQ7hMW9Gqh1G3KE06AeXkwO2IYQ3L3Q2FvMrnNqMTU4aZHwsbjPvNN8mj5c76gi9pEpMV1mcvDeyJT70vhCW3XAyoTTZJd6T7RMpBC8wT0JoRRclJVTVfCuNs/H7ru/jCXsU7ePIcxnhchTxEmTz5WI23oiXeVRxgAtMS80nNLJCaZHIcpWw2S5Zc9Q/BzxK8x2UblaR+1Ig9gNoUv8heVDSp6DS8yn/X6JV0x/2RdO/JqVCS2QAvIRIhbaQmkwV9TPI5SZcTT6pMV9HEayjFA/x9mj6uO831cE1MNYlglIRaxDbBYR1L4b9iYYq8zLTbiMaPX79XQs46yE3vo37zWHLLa1le6jtCoZCNcfCZ9EuETk/wTuUyH+S3f/P/Jv/iXxjf+/3fcZ7v6vgH8F8J/+Z3/6NRNABvzG8L5NsfklZdw1ZPz6YLKTU0ub1go1vZI+v9lguG9D7we24iAZahzi9fvjfD0Fv3AGfeWhIl6psh+aIblFuLKdt2rfQbQwxWZB6rY8r2r6ND3CV6J2PwXsk9qrcu+9In1LdXt/a1Tj/C3qHZbH0/hZRKbokzvkz2QndFqbkSje4dJQ9ZgI/w1fq5H/jDOm6lF/rkz2EJbR8iQUSJ0+xRlRsuXl7FD1GKehylFfwYntVfCOKkfr1lUf+3KDMcGBYheon0esjq4uvIJFAHZXjunsODRa2mB4n1noPgFpqZTQpzmpO+ySiEyTnNa18768K37nLqocBUFklhxTafXxA61KshrqDlg8GPQeVdYfp1gF6RDRIFVe85+YIzYDRrTlhzs6N2GJERVE5TJafiKI3SAyxzxIpjhU3e8DuNcfUD5Ah+Z37q8Bfzx80srm7v/l+14Xkf8O+K+B/8L9PbHuA/6QMDmk+KusACj35bF9rVi5YktGvgiGeEd7K+/tc+FOkHD/e1hP041zcm/jy98dcQ+tj18j1CRoDZ08AgkdzD1HiHgNfdrW9sYUzrcCccM+AlgtsqK472R79eBuVeCBWGUKblbf+szKze3bDY2/Bl/S+GnYZHiD6wRjJ6JofJGkdF1RCc3U08wRXEBO2lV92pOtUf0Zk1FWajtG9QVteZ4moBGpUuUgNXPr0GvzE+I6rK9bV54itUuNXVQCqzymK+v2nbCMdu1G7EtMx836qcV1NUZYE5MJrnsRyi3LjapgpZPvghj6K0o9RZjT6Qkm+zRcRzWG64gfost4ngdeM1FqeUz1Y9YGoQ+r7jo7iP1MIVqT4mHma2W6JtpuOdAwypatbZFjEafKHpv3cJBXwT2ik5RZZoF6RuicRZVUj9K82DPyaPLhlg/ZZo0q8Tp2SGjpPkFfOODrxJecUvyvCJH8f+6eZiIDBmwgFo1H2b4Ii8Yqj7YWk68WaZ2gPutNGq3sf7AJ6UMRY/sFvO2f5FcVgb46Ig1VT4J0ZNi0UCNWRfYwO8lcvBFB0mpaIdxnqaA9Sd42vGxwn+TnrIYFZtny2fi6ycpBX+H08LeK3D0PL7Bf8Gu67QcWOppRVFX6ExMaMmeUdkmTGNDgjM6fpEaqZeR/i/2TbQNLl2nkCPZTnWv38nBsH21UTkZxNHZOVzbOmYy4Y49xX5VIGtrmT7T2vBeFu2xP5UUrb+NnD7sD/IZSX0HZpfpuVF5E6TMiRTHb7cOkXQTROU6J9p4Uqj9CidDk1ZBDZw1FLsHbcGnXo6jufSjuSWII3dl1xvU4Jrtb7d2oPBmre8SJdqjZhCKnhP2D0MqPoIVqxzT+BrcG8WsK56wc+cVW4dYNiNLJExp5gVr6zckE891oQ4qmbcciKr7ZAiw++yjLh05PQjTv18CqYnbQa7oG/HHwJXs3/ysxJ/1v0kn537r7//gFtzfga4NIaHl8n17X9CW9qn5tZMvhIdNYn74tperT3poBB5MxnT7eOqemh7Q+yS9/oiqSJLDTxyHw9ZuUmzXpl3TP14QIVQ5Ds+VTVqJmcJblHyg+6ytbnRwGRdgkDm5ZlYtFOATfF32VaWVTcF+rb70PKz+wmyREGca7cbz9KL6UbA06Qc4sKnnZGu3kaUzTudP4OR0eIv88t7e1hqvPvqtti8U+hgM8J+O6MBbd9G16H3ScAwerc7Wy8RBw3WoJq19GNSwd/qNqcwluSWAOaZiBVdRPU1MkNPKS1p9Ty9P83KzA6R74vN9P1z06m6ByzVJ/AP18Ycdh7HnRV5waP8V8nuHvoFzSyZOIKfIF6D5WJzR+ng9lDeYjVK4xP8B0n9Ybmu4lhaswRNW9JNULip3m8YLrDq38CZM9RvX/Q2QU7VbfQfvBhc/0XSQNnX53yxbi657CHvBx+JJTiv/Rl/rsAd8YbouCB3wUXMYxPdZ7ATX3LvCbruJbkIauPO2Jk7hHW9TOMBmnyH39lRE+R4L6RQ4JTOjKs6gKsRsEJ1Vjjf284R9VwyFcHvVErdjGtGG8IyuD9wv21/usuOzd0aX1L2/8vzMizDuXqzORPlGTdbVBBPOdFHrfFcJvnceVySajOAY/iyoThHYoo4LCef4cYzeF2w+/18XnFHuTrV7HfIxJkxmGoyR0US2uHMZEos9xRnTle5BCa3uM7M/hv1WyHeg1wqPtgsJV6KukUDmKamAfK2OItDHxeB/Z8naDVO48nFR6i9665sYu4tdJZKMN77rSJMZ0YdFzKsc9cQofvxnFzqhyjKdXV6vPtzRbzjiGcTb1eFKo+gShi/tXJqGBq0vUbvCy3QKsn9ICFMGZvvM+HfDHwNevTh4wYMAaItzOn/vwz2jS1fwFEG2p4lcUn20vZCIx5ef73NYjxetrshLt1ct+0qzVk35yK8TK3LNQS7YmP94l3hjHIpetz8pJRMAQzuguU+rtcO/b7c53oOoRo/oC80pjb8JHC03x+1vwQlfGvaYsTGGv3xGBdA+8o7FXrIwyw+xhCQ6dHISlAW2GhkcrzhiB7xDV4hWxANfdW5NyhWJXqXk7CqLhlZG/odVn0d71q9SRHSe53kZo48JmBBT8Mknle6qSq/fSveOaa9o5eBB2v9kgeobQ5VSm91E+eIfaayZiuI5Qm9Oc53+3AAAgAElEQVTZIbV5vnEO5O60SP6+0yc09poIfAeXHapM8ly3vW/WNyF1GPCbYiBcAwYMuINiZ6lpCnLlZFvGL6jyePuPHzK1Jg0mJxj3Wb+8y5Lh/YTnnZvqs/uWmOxQOUp/sXjdZcxC/hmm+/8/e/cWI2t2Hfb9v/b31bWrr+c2Z2ZIDTWgY0FIJtY4gWEjjCPawjhiElAADURIQPvFgAMGyNBGHuKnBAgQ+EFCAD0EeoisFyKgADEIaFARLDk6AB3D8SghHCI0iBHJIWfmnNP3rnt937dXHvau6qrqy+lLVVd19/oBEuf06a7a3afPqdVrr0vciXc4+VqsBZ7hsM+zhWnuTygVHyPaRqWEl/VwfekdIfvXDgGpJDFr1wmDTS/AaS9+QsdfA5UyQhd1dTLZxBe1uDpo/Bp1MPVndEp3qnqEDspYE8fojG28W6WghEqCTgekEGvz9mJN2/B85diA0L1AfdIZf66ak7ALJIjmpLqL17BHMMwiE5Q6or1QyC8VXNEjoRXOqRUKGqTsQAFF8jQG0IP4eZzyvFKKV35jU+cZu44mnVvtpblfLOAyxkzSsDJmeuL28Kpp5k9HOYyUGF5jxRfIMEjyctkt0T6pH2bmkjCOgoRMHscp5OBdZRRIesa7Scvh6s4PKKRG6j8BXJzVtXLG9Ww1ZogGOFFGo07EIV5BdNSdJyj+Ulfn502jC+FT4TYRv33cCRo/p/FOTZ3K8jH8b+Vkl6lCojtxUrvEUQ6lWFcl8fowrLU5rUuVGFQWnB9whevdavy6hz9jYYBoB5XVcD2Z1FFfj2MqehTJJoWukNJGfAhw8TlO2uG6zoVJ91428boa6wsb8bmS8xeYi0zW6cUBvRozvAsTM2zhhx8ru7jtLOAyxpwQOh6LqYzABYZdXkW81kn8Po4OeA1XfW7r9IzEORK/z/juvrC9oBcWPLtTsmujbtJWqBnTMk4UJ8drWxLdRbRPkTw4+fGE5gRHEmuPUsChmiKEnYg66sLM8e70xzhN6JQ7YGKGk/r4eQ2vddPQODCejRnrpBy+TyFbJH5v7ME1dhtOBpGhCN9PXJ+FIDasgxrtENQcp00Kna7Z0jhr7hVEyN2DWDjfBsBrBSe1iStkdWVy3SKs6NkAVXJNKXOIqKeQaqj9Gg9OBTxroW9V1vCuEQP5iwUsocB+O2ZYg1weou4GrxTjNbXTHirEq92tmz2DmTkLuIwxk2L3aKJ7Yx2IodA9Oy1omclzJhTJw1DUHH99aXEZ8WmZOae9idlg08/tZR3POqJdnO9MXImFmWEtCl3jtEXeoRuwGkdU9NA4c81riidFCDO8ctl8dT3aaFRC87h5gRYMdxOqj52nY18fcSi1cwuyvWuE67eYodS0StjxF/ZdhgxcftzMMHGkEqk+j0FH/NoKUBzh/CE+iWMidDib7YKjEyTs8Sx0+D2lON8/tZbv+D8FLxsMNCHVHbxrIEVO6vdB8hiIulCb5uqjWVoXNlp/lRxfI6on1R0yfZ3LLLi+jtTvxs9huIKrIPU75PLUOhxvMQu4jDEnhMLuuHDbh7EKuTx89WLf67riENQgdrtOzQYbtuJf6Ok140RNmUi4QiM//XEkJU+eokWZkn5Eoj2UGkW6gZdQf6RyRv0QML6qx8VJ/YWsEUZM9EFyCq3Ga7aVywUQELJr2ol7Fn2coO/jZPatkB0bTrSX00azhAASN/m5F7IVgkPfDVsOCJnKS59vOM+NuBRa+2PBjsaatMndqt6tUPhe7GStoewhvkshWwgdBE8mb176LMIgjhEZu14UByohaL9ow8N1aBaey002OYQmkjZ6je0MZrEs4DLGnHRiRtrkUuXjwvQcL5VY4zT7lUWXMjEbbLhTMEzOP7d+Z4xKKVzhTT80yrkF/FJCXYVCnpKPZbFCQJCfXUSuSuq3cfTxmuLoxgL3cM3mpB+CLvXgBvgiw7vY+fiqTIcqUOD8EQnNcNWoUPKfxCBmExEoqJO7h/HPz8X9j8d/3mEFzilzyCRMwi/c+nFQe9k6Iy1I/EGsGQvXiiGr143PfUaHoLiwZJo+Ilm8km6S0Arz5+ThxD7PSxzokm+fvbDo+rTfcRPXnOb2sYDLGHO2U2akTRamOxLt4rRF7p4sPOgK4wt8zMwxlpmb3gXpY1caTC7srozqvlSH+ycHFFI/P1uiGscoTAYmnkpcC3P68NtQe9XDSz2ex+GpkOgBYZBrmDHmaOO0Tc4qonUSPSJ3T87snnO+jdMDnGYkukfBBuoShB6OnDB0VvBSC9eMekQhm2H/o/ZJYl2VonHafhU3PhNNFYY1aVK6WjiiSupfxsxheFwnfVQTctlAYhPCmR2Cw9lW8c82T9ZHE+iu6nhn5XiDgcYGg5vpVBzWAZ6soczDYF9za1nAZYy5OFUSvzdVmF4KtU/aCh17ixRrfLyucVpmDjjerRjDBCVM6Q/XfmHtS8n/jJK+BCUWXj+ez3E153jX5XAHoCLaD4vBGY6HEApWcZKRUwEKEr8XBt1Of37aC/VNVELBtQ8rcQo/AIpQVyYKDIAaGoPCQtcZ7j70ugrD/Y+UAY/4nYluyOIiNWnnfe70Y83dWL0cVYQOYaZY6HgMnYvVSxW+X/1QIUAPuzfjMA0lLBi/qdopceSyFevrhhPvww7Lc4cAm6VnAZcx5hJ8mGnk6gzX14RMVzleny3JQt6ztheM7VYcX3Kc+m0y9zqII9EmSErGm2EgKEUsmn56dtG0SFym3UQ5zkI4+ucuKQ4rh2J+SJK4WqYT3+YQsjjsc/gYw/dNEd/htOGsiW+OPj/1eVyZJKTaDt2J1CGpnlsAHrJ54xm9hNw9jiuGfBxT8IqXDy3C2iGSUzOfgkd8Hyfd0MFJBZUGw/ETYccihGzPEUotXn3ON+hSVyfT148bDFzlxgvV1dXJ5Smi7dg1eokp/mZpWcBljLmEMORUihaJhBdwFYdqjcLdwM7Ia3L0Y43MeJdfGucd9VEt4bQdMjdu+OKWxkLmTlgKfYawTHswWlIMiqd26pT2obDu5XiVjmc1XLFJDaEfsmts4MSDDvDUY23acFTEaS/A8cpQlYQmXqok2gnF6KSU+ZTMb6FxzIWQhSDxVYGMyPGV23lU427M5vADJxaCjx7O90g4xBNmZTn6oH28VnHSjIu7hy9R5di9eYlJ/dch6c08zzlUSlYgf8dYwGWMuTgJdVslXowmqBMngudTnWTLSSfrjVQJdVqB4JlYOaM+7OrTQ5w0yXg9BF2nTiwfZoH6MbNzykysEx8j5O7x8TwqETL3BK9vk+oeIj2EDKf7FKyEIEAVR5dc1k4NkkKA1Qq1aOR4qeP8Yfg9V0G94uLuR9UGnoTcze6FPUzvP4pBnMT6tkNgLIhRxdGhYD3MmorDSR2dWAenJzJofjjJ/oKT+o1ZNhZwGWMuTjV2jm3iJCwtRoSczbGl0MvLUyZRYtF8Ny5uHs7+eoRKCshoTEGYcp6hJHhtkMSVQbl7fHogdZUlxaN5VFujxwDI9XEcU5BT+M1Qz0QfiHVlZ1xVelmNtU/dMD9Ne+DK5LKFSopIjqqAQM4G3s2ww1QVp83J6y8RVMuhxm8ULBWgHu82UO3iYldirpuhjkvyyYGvhGDYX3dPqDELZAGXMeYSPIji3XosrB4WpvtY37PkpEThNij5n4Vl0nGUgdd6qNOSpxSsUvKfgA5ItI26FbzEbjhxiHbjXr8Zd61NB3Bx3YxSgWSFQjdj5sydHyBJSu5ew/lWzB7lqGyGuixVEI93W4APg0xn3FkazjgdGIXC74lfiwMUdfXRKiDRHl5qiHoc7eN6OPWXntRvzLKxgMuYZac+vsgXqFRefU01Vy68mGoer3zClZZoRrHgmpeL8rISaquoh2SWVMDFFUD+CEcXlUqYNUaOkuF5wOQw1Xz2AderxOvci71vgk/WGbg6peIjRPeRsFAR9QmOfZzkeFYo3PqrC+AvfEbBU8NxvBoJiKM1xr4/xI3NTKswbBCAOHRXHHhPMhqqSszQWZeeub0s4DJmmWkWZxUVDK+6PHUKNxkA3BgRCtkg9dswWsqcoXHJ820Q6rSS4zU1kZLg9ACRFO/WEKlSqMSC7haFVmKgO1xSPSN6nB2cdTCtUmLgfo6SL+Ho4X1OKl2UlJwHODqI7890hlrhNhD/Ii46d0gcRTH9/RF+7XB6FDOGtRj8hexYkTyi0Gy0I3LRM96MuS4LuIxZYqnfC/1uYwMPnXbRm+rWOoW6Grk8wfkWQhY70Bqzy5LMWZh3JaesAMpj12U5vl8pDi4dEK5Ocxw5BbWLdetdgGiPxO+MAmoliTPBZvP44UlCkOz9ISVeUugaPjmeVB9GMHRn8/2kBU77cap9WAmlUgsDO6cDJhG8NM4vgr/qUFVjltDt+BfSmPtIizCq4NRlzO2FdmupVCiSG75SmxVxFLIRl3MPlx1nMWtVxvk2yDAAquE1IZEmUJDLesjMzCILpQWp3w4deqPdgTmJ3yZ3T2eTwYwZUkeBShEbMAvGZ3epgtPtcL0XM5VX+hw1J/UvwnORxK9hQiEblp0yBgu4jFl+U91aYfilDUC8Du9WUU1JfAikCmngZY2UlyTFHp4a4MKYAknpJ5/Dz3B0Apw9EyzU6/UnBqheVeoPEIgrYYo4oHaAp4vKCqgn0T089bCfESXVfQrNKJLLFagnejga0jn6dLRP4o/OfizNw8gN7cRgbz3uibTvb3Mxw++xsPqoGn9YWM7QZgFFIMaYC5EET200CgCIYxkyiist5jXjVGrkyWPy5CnebSLkOAbkEkY+uJjlCoXgZyyfvtYB/KnXZTKrSzQtELrH15OSxPUwHqdhmr0r9uMaoThQVVwoetc26AW7TjVsH3C+eaKRQCmPFlOfdr7Uv4jdohUgIdFdnB5c/XM294r4DqXi07iHVEi0Ffa86nW3as6HBVzGLLHCbaGUQ9ZDu4j2KGTNdqrNQZi3JWhSp5BHZGzF4KNPST+d2CM4C6ETUo9X+0AMwi440f2VhsNbjx/fyyoFq4gWJP4ljkMgIWUP5/djXVuY0RXqyl7xDL5NyX9C6p+T6D7O78UZZqNP6HhH5BQ31nkbnjNBqYUJ9frq5zb3nCqJ7seRLeXw/SNVBD+2Fmq5LGfezRgTjKaXh8Lt0K1lwx/nIew1HP7Kk3JACBjCtPSSf0kuD/BuNrVzKiVyt0nq94/HPahSuK3r1Typxu8XxVMPYy7GA3SXkuljEunhdY2Ew7jAug+0w5WMcmagNCQ6oOR38HE+WSFbpLoN3uGTzXiOHoVsnv7x9JneAxkm0w9neVndlzlPgWiBuskfTkKNax9/xkctkgVcxiy7OADTzFcYMpogOghT82O2R6mgUkdRnN+PQS+TC7CvyLs1MqnGEQqhA/Rai5LjIu7REFr1oIJznVHgWLi1uCKnEqfAp3EsQylkBryjkNVXBvai7RCkxuJ+lRq5bpKyj/pSnKC/dua4kPA9PXXdGLNxFmyZV3MxQD/Zbezl+vWP82ABlzHm9tM8rr7JwhJoqV+8y0+VMAU97DVM/R7O7wCKSo1iuHRZPanuIsUgFnUnFG4Lf816OpXyzMZApH43XtMNJ7RnJHJEoRt4V4trfNJQw0Wo2SrYxGkbR4fQibl5/Dmpht2Q2gVcCDxjICZaMFGVIoImaxQ+IXcPwxnOCUi91HCaxKXaZcCPFnbPpasxZv7C55LGzJy9BN5a4ihkPQ7PDVlWNI8ro5azxtW+24wxt5pon9S/jL9KEFp4bcZ9h6+6FuuR+N0wykAVL3Vy9xBPEtf6HBfLJ8VeCFScAC4UnedtBunPo24Jauo0C1cpcaCr6ICE/dEcMacrFHgKNvCyMrZgOsHLGqplvNTxLu5ojDUyTpuEqz8Ff0juHqBuJQRU2oHxNT5a4KWEUg81YDq8Bj9t72S4Lk/8UVxaHa4l5zJfTpXE7+FoMQwSE4XcPT4eyWFunWH2NNGj+L1WIk8ez3aO3QxZwGWMuT4t4rqb5MazBonfj88bXvhVHYnfx2mXwm3ipXH6NV2cUaWU8VIGNCxR9nthBITvhE49KYEfkPg91JVjPVSYOO+khfN7FO71m/yUTyVA3N8Tl0gfhEGqVFApxQaAI7zU4oLrPuJbocOQDC/1cJU4erxBXERdGwuYPKnukWk1ZqiqiHYILyUeUAo2SPVFDPTAU6JwD09/EZQSRfKAgvnuSBR6OFqojHWbak7id8jd6zaG4rYSwcva2F5Xt9R/ltalaIy5OlWcP4ydai8oFZ+QFLtTnWrzfP4iFIgPAyrNw7UfGaJdnLZJ/aeI9k986PG1WsyCiaBSi2MKCOtuVBDfCR2MkkwOBJWw9ieleSOf6qsoKZ4UNEfIwwojdXHo6TBoiteJEgaSSiwt9lIHHKnujjoEw9VbEq9TC8S3SXQ/ZKS0A+LI3UNyeYiXKoWskskTHE0gZAt9DHASv31z3xOncKOgcIykCOEHBXPLxS7XZQ62wDJcxphrEO3GCeX10Z7BhDaqDn9Gd9qMTxD+Jw6HDfOjNGbZ0nBdpBmJPyBPnkx95FQN0thDihY42ohkoIqnFjM00zOyPJ4l6RoVoXAPw+5NzcKAU1EK6mNjJmLXJZDoASrViS4v0R5OW3hZJ3xtPGhBorujnYZCn6R4gUopfLysULASP74bOsfGi5alNNNhrlcRukBPzjcTPe2t8z6MH83WC7szrUHgvrAMlzHmyhKNwy7Hsj6eKom2JudLzYuEjjpHL2TbGKC42KkUr4+kFF7gps7jqcJ0dkM9KPFKso1SRaWOc2H1j2gvFF4zQOihlMLqmiWhUiFzr5PLI3LW8KziZS1mqTQW1NdjZrB34povdCp2AEZfP/GtGGxV4n7EGip1Er9/4mt63tBWWWCjvko9FPmPZdnCwNfKjY5ZCfWGn5D6bVK/Tcl/ElZJmXvBMlzGmGvwnFgzFF/cL7WCKM5sSnyLcB21cjz9/FUnkHUKfAiQNENQcjbG9hOePtNJpYpqDdFuzNx4RAsKWcPRnMjSKBW8Wz1ecI0g4sIqEbd2sc/xpkiCT1YZuGocEdEbpXFy2YxZP2VY+D/5NfaMXhYkJZeHVPhhmI0lfVRSctkYrSAK75+MfXSJRCF+QHijKqKKajr59lkaBlJndKaqVMjdFokejI2eKJG7+daOTR7Ck/gdIAnDjBmA71CSj+jzFrjlHGVgZscCLmPMlXmpx2634xdd0UEoLL/E8mWnB/FxQrYh0R1EVyjcg1e/QIujkAcUuo6TDVK/OzYWYThqYOvk48QaJKddnHbx4sLYBDyJb57M1UiJnE1wYVaXSjnu/bvmlVAMNsPSbIeXlct3zo3GN4Rhol5q4bzuaXhh1wGQHH9dRCikQapNvFbHMmADcnd8FayuTuafktCJjQXp8ewjYrfmOClRuDVSPUQ1ASQEZqqk+gLV0BHppTGbwEsLEj2KnZTgqVG4jVOzVt6t4rUeZ5TFaf43WPMTsqIFSorTg5CVlQTRHuXiJ2TyFipL0O1q5sYCLmPMlXlphPlXwwLrmPEq3CXqtzQLAY4cd8OFq602ntWLD32VFC9r5CQ4PUB8EQOLzbNHDcQAx8capPBJDcDnIB7ceEDh42DSGb4oqsaxFG0gjaMYmuRyiflePiPxOzj6sRDc49VRuCcoDuePcNoNw1o1oZBN1NVDZlCHa1DC172Qrcn6K8An6yRFmMN1HJj1jueTTR/HbZBpDdE2ohlJHLeBlBkuyw5ZzOtnBsPcsf5okr6jj/iX5O7p6QG/JAsfqirax9Ebm/7vgRKJ37WOyTvOAi5jzNVJQu6ehBd0+kA5Zlcu/qIm5OF1/MQLjYuZpMtle7xbwWsdhkXxl8m0+RZODxHpUtJ98mIj1HDJIBTOz3jiv9DH0Z4YV6DqSfQgfA7nfR3Vk+ghqd8m0aPQKaireFcPM7j8HiAhIBleV2lB6rfJ5PXjkQy6Psq8nPZ8oS7sIYkeIH4AAoWsx8L6M44mFVQqJH43PPdogbZDtRrOq6vXCi7COIvuca0e4ep3uHdUZeWcj755oXFBwhiN4egUVZAQkDoyQk3hkjRhmJmzgMsYcz0xSwRXfYFzZ5Raa1gdc6UzhREIl/oQ3yHVXTxVCnmE1zYph+QqYRjqrK7Bxp9Te5zcJ+hiFik7Nxvj9DAOfCwoZAVUSOSQQlNUyohvIir4ZCy7JwngQvZwWOwvaQi2zqFuhfwKQWxYCD49jsGB90zXf11eMeq4nHqCGEAuGXHk8oCKNOOfeykEW6wCCarhqtPcXRZwGWMWSimjlI5XvIjEOrBkcunyhR6sCGtqtIcf1liRIvRGwU243jr5T1+iR3jKo2BCkwaZ1oBijoXxsZD8VOcENepJtIWnRiI9oAjXZZogtMPXk9OyhuFxL90xqD4Otr1cxtBLhURbk4GjFjGQvl6TvJLGL93Jwv9lnTSurk6ftyjnP8VLOVxPS+h+DZlhe0m+y+xP1xgTpm7rIU47YYCmrMaC8Bv4iVuE3D0KoxjohtFPUqFwW5d6cQ+Lm1/E7EaJRJsk/giVUigcj+tpEj08Y6VLwcnhmGHX38luvtnwUg1dfZqPXmxD4FkZNRCcLnaBiuBZIdHdGNSEYCo0CqyGuq6p5b5QXGq5r/MtEt0Pz6dhB2L4s3l1dsrLKom24+dUAgqcZmTu4fW/nlLCu1WcHqEaruscs7n6DVeyh2OjP9Ym1jxdh7o6WfoGie6HAb0+C9fBbmsmj2+WlwVcxtx3WsRAJc5awpPoLpAfXzvNm6QUySOKOOX8Kp1/iTbD5xCDCSXF+Sap7pMlY6t3NI8Fyk8nXvSVKo7uxIt1uBKrzS/wlDTuE9wNE+41jKvI3SldlRNcCGA0RylTsEpCG6GP1zoq5bBYW/ukfoeQTRIgx1O/cOYwzI3ajYuew/BQRw/8AUVy+kgF0WEtkkMpk7kn4c9Gu0CJLNmaWeNBIRuxwSKME8ll4/pXv5qR+hfx/BWgoKTb5P4B3s1mz6N3jVHHZMgaWt3WfWABlzH3nNN2HIg5zHokqNZItBkLm2+wq+sazyXaGZuoPnxjgaqfzFBJGov8JwuUC7eG8x1Ee3EuVwFoGE0xR2FG1NN4HrnYtZIIhduKgUGOShWvgsoquXsSr6oElTq5vBY6BvFxYv7FA0inLVTS4wyZCKoVHG0K3Zj884rLrhPfCh2RKEqV3D2cX/ZGBC8NPLNbeJ1oE5Cxa8kUrw6nh3idYdZX3LUzceZ2sYDLmHsuzCWavkobm0y+4Db6ixsuUB67PlM4rRBZT3u7lMjcazhtxbU41bMXX8+aCJftTgvdg09jzVpG7lZjfVoy9X7lK9c0iRZxLc7UWT1M156FczRjLZLEj++RnJMNW0ahfvBkob/4gusX+pv7zAIuY+65UFvTYeIFX8OU+NsTbEEhq6S6jaobdfqFBdMVxqfen1ugLCW8bC5wCQ2g2VjQV4lXZGf8Uy0lvGzM7bxe6rFzc+z5NQ9Zr6nvjbAKaXKYqDLMhm1erh5vgVTKsZZxPHvnZ1Lob+43C7iMuee8rOD06LhLkOFgy7WbvU68JnV1Cr9FooeIehTI3UNQR8JBqDEHPJWlLVAONVMvGQa7iTZJtEXmniykzsdLHa/tqcG2Su6enHK1tnSDGAItYqbWXei61stquGbXwajQXxhQyAW2HhhzDgu4jLnv4vDSxB/iCD/Zh+nsF5x0vkTC+pYVQsdhMsqqeF0JexBxN3NFeEWJPyCs4AlnDAuz+yR6FF7wb5o4cvcIp93YsZfGa8tTVudI40Q2TGLX4KKyW84fhf2JkZdGWDZ+znlUSqO/D0I37FyUh6hbrkGq5vaxgMsYE6eOP6SY0/iDGyWOkzv+Fr/S5ZXiypzxqfNAnFHWW9ChuPBgWy91Cu3itEP4+itKerk1TzMkvkOieyj1UU1iok0U98ruW5UyefLohk5q7gsLuIwxx257sHVVcWBqGO5Zjlmcm8/KhGGexdRVrudW/FMtjsI9xDOIK5nSUD+3oOxWCK4qY92pgtdq7L49fQ+kMfN0C/4WG2PM/IhmpP55/JVDaOK1Se4e3/BIDMHLWsjKaJx7pR7HgExuSbYlNilcdv/lfIRF6hOGzRRjTRTG3BRruTDG3GuJ3yfUdlVRCdktIcNp88bPEmqMNhEGiO8CGbk8mNmU8/vESy1uGDgWCuEXl3Uz95tluIwx95f6WDc1uepGKeO0i+eGJu0PxSyX1wajmU929XUloduwGyb4jzosWVhNmTEWcBlj7jEJ/3di36Ay6wsA0ex44rvUwnqds4Kp0wr/zeVIQu4exw7LsMvxrMXlxtwE+84zZtloHpcOK14qtmdtnkTiwNRDvNbGJuz3yeXx7J7Gd8JOQxHAhYns1ClmscTZnE2SMDh2hqt/jLkqC7iMWSLiO6S6y3CIZOLDLr9ZLc01J3lZo6DA+RbDjFchWyeuGa9MfSiEl/JYEX6YZu7pheXYNy12ZTptA45CVi+1Y9EYc3kWcBmzLLQg1d24HmV4neRJ/K5luuZJHIU8oJD1OJE8nWl3opAjDFfDjEtx2qGYVWB3UepJ/cs4AqMEeFJ9ScHGK+dTXZRoBqOvpb3MGAMWcBmzNEJHlU7WEokDBKd9vAVc8yXpyaXFM6DIGVMIdCHDWENNUzaRwVNN4nyq1esFm1qQ+D0S7aICqFK4tRDIWfbM3HMWcBlzG5z3YhVrjiRO+FZZWer1NfeOlFCpIdpDpRrepkVYiLyQcQ99phdPH9eu5dcKAhM9wtHDu2EwpyR6hFJG5ZRJ9ZrF57fvV3P3WcBlzJIIi6NlctK4hlZ2zxmDJFVJ/B6OFuFFVMEfkbsHtvttieRui9Tv4XwHjYXzuXsY6rpuXBloT75JFZSw4Pmq1OO0Gbovh0RQLZNoi3x8NZBmpH4X0TAnS6VM4R7YDwrmTrOAy5hlIYAH43AAACAASURBVAm5PCTVHdDhwEYhl4dn1sEIfRytUHg9yoJ5Ut0j08UtDTZTJAm7+TRD4o7BRf3ZeKmR6EFcv1MGVRw9ClmZU6ZJGM7AAmIN2Xb4OsRMmOiAxL8kd0/te9bcWRZwGbNE1NXI9PXRhOxQQH/2FU9Yajw1HDOuhBGyMFXbLA8pxf7TRZ4hIXdPSPw+ol1CUL+Kl/VrPq5DCdPdQ7Y2cAzIx4rxhX64uhyvIZMyMpqXtYCuTWNugAVcxiwbSS7xouOYyB4cPwi2K86cRaVEnjyOV9Yys4L23G2Q+pdxunv43vRU4iysQM4JOQW/+IDUmDmxgMuYW2x4PTRe9xX2xZVjy78x55j19Z2UyN1rOO0COSqVExP1lRKiiqLHb1dFFPueNXeaBVzG3GZSIpeHJLqH6CBWy5TJbYK5WZTRdPfTqZTI3RqJHoIOA6ycwq0tqInAmJthAZcxt5y6OrlWETLCWAjLEpjl5mUDlSrOh25J77YmuxuNuYMs4DLmLhBnBfLm9hBBqVEkViBv7g/rvzXGGGOMmTMLuIwxxhhj5swCLmOMMcaYObOAyxhjjDFmzizgMsYYY4yZMwu4jDHGGGPmzAIuY4wxxpg5s4DLGGOMMWbO5h5wicjfFxEVkYfzfi5jjDHGmGU014BLRD4D/HXgo3k+jzHGGGPMMpt3hus3gf8a0Dk/jzHGGGPM0ppbwCUi/zHwsap+7xXv93dE5F+KyL/c3WnP6zjGGGOMMQtzreXVIvJPgNdO+a1/APw3wK+86jFU9beB3wZ45y98xjJhxhhjjLlzrhVwqepfO+3tIvJvAp8DviciAG8Cfyoi/66qPr/OcxpjjDHG3DbXCrjOoqr/Cng8/LWI/Bj4i6q6M4/nM8YYY4xZZjaHyxhjjDFmzuaS4Zqmqm/dxPMYY4y5JlWEQfhPyhDKQowx13QjAZcxxpjlJ9on8TsIBQBKSuEeolJe8MmMuf3sStEYY5aZepxv4/wezrdAizk9T0HqXwIOlRoqNUBI/Daon89zGnOPWIbLGGOWVQyChAxIgBZOHbl7AlKa6VMJfQRFZexlQVJEuwh9lNpMn8+Y+8YCLmMu6MPW96/9GG83fnEGJzH3hdMmQhazTYHogNQfkCePZvpcov7UlSChgstGJBpzXRZwmXvt93/8hxTF8XWJ+vNfWP7k5S9c+bn+/cf/Hx+csVZU3HFh8lfefu/Kz2HuFqedULg+RikhdMM1n8yuKkSlgnhF0eNCeVUUTpzBGHN5FnCZO+vZ9ncB2Gm3ybOz615+9Du/PvHrd99+cub7fvk6B/rB6YHUBx++GP33n7zzHPXfOfX9VmplVitVAL7w6K9c5yTm1nCczC4pIe802+5BlRK5WyfVQ1QTQBFVcrcBYi8VxlyX/S0yd8Lv//gPTw2q/tGf/jIAX2+9c+bHbr09t2NdyHiA927rCTw7/ay/0QhrSf/WL/0x3zyYDMpWamV+9c0vnv4E6hEKFAeSzObQ5kZ4WSXRnRAAiYAqjj65rM1lXIN3G2RaQ7QLgLq6dSgaMyMWcJlb5dn2d2n2e7S7gxO/t/Xs/RNv+/pNHOqGjILGUwKyvS/8Jt/84XEQtlILL5Jfev0vkeg+Qrg29axQuM2ZXkWZ+fFSB9ZJ9Ih4t0chK3hZm9tzqlRQqczt8Y25ryzgMkttPIgY+sa3v8ST3RJf+dxbN36eZTUebH7w4Qv+z0dH/K3/6H/jn3/8B/QKh0cQB3/9jV+KL9oPFnhac2EieNnA6ypCjpLY9Z4xt5T9zTVLY/paMBSo/wJfnqp9+toaML8f8G+9d99+wrs8Yf3/+U+pVFukWehw+z/e+meo/4CqUz7uV3GllF9761cWfFpzIZKEYMsYc2tZwGUW5h//7I9OXA3+0e9+eZS5ulaBusG5HO+PX6T/6o//Mvz4L1OttPhn/3yVz/znvzeRQXz36WdtbIUxxsyJBVzmxkwHWH/y8mT26iufu+lT3V29XoP1jecUxXHRs3MZeVHinZ97A8auIX+j8T34pT8eja14bWPNOiGNMWaGLOAyc3NaButHv/Pro648y2DNV6+3Tn1wSKXSpCjKOFcg4tnb/QzTIwW+3npnVIz/ez/6MV/86rdGnZAWfBljzPVZwGVmavyK6k9e/gIf/4u3+dra50dvW/QIhvtENWFv77NUKk0qlTbep3S7G+T5+R1oX/ncW6Ps128d/ZBf/9K3R8HXueMnjDHGnElUl2dlwzt/4TP6v//Tk639ZnmdNv/qtPEM5m7Y+8Jvjv47LSVWdG+Mudeebv69D1T1L17kfS3DZS7lw9b3+eDTyfU044Xu5m4bBtOja8eY0RQntpLIGGPOYQGXeaXpLNY/+tNfnpjcboXu98/4tSNMDl61mi9jjDnJAi5zwnAH4fODo9Hbxovd79L0djMbw8zXBx++gL/9Db558B27cjTGmDEWcBng5FXhP/rTX+Yz/2p9dFVoxe7mIt59+8ko8/Ubje+RZyHrZTO+jDH3nQVc99j02IZvfPtLo47CrwPYVaG5huGoid/70Y/hq9/iAz6yLkdjzL1lAdc982z7uxNXheNB1tdsXY6Zg/F6r2/9+T+g3bWslzHm/rGA6x6YLnofr8eyIMvcpC//4D34wXv81tEP4Uvf5gM+slovY8y9YAHXHTUdZI2PbrB6LLNoX1v7PDx7nw8+fMFHv/p/j2q9/ubn/8aCT2aMMfNhAdcd8nsf/gHqwyDb6T2FNrrBLKN3337CuzHr9RuN7wE2WsIYczdZwHWLfdj6Pn/64qejIAuOrwttT6G5bcaL7Ie7HO260RhzV1jAdQuN7yscL3oHuy40t994kb2NljDG3BUWcN0C0+Mbxq8Lrejd3GXDrNd4kb2NljDG3EYWcC2p6UGk40Xvdl1o7pthkf34Dkfb32iMuU0s4Foi5+0stKJ3YyavG4f7G63OyxhzG1jAtWDTg0htZ6ExF7MVx0p87m9/Y1TXaGMljDHLygKuBRgf3wA2I8uYqxrf3TjMeIEFXsaY5WMB1w2ZLnzfii8SYNeFxszC1tj6IAg1Xr/05DPW2WiMWQoWcM3R+PiG6UGkxpj5GF8fpLGz0TJexphFs4BrxqYL34c/dVtnoTE3a9jZaFeNxphlYAHXNU2Pb5geRGqMWawtq/EyxiwBC7iuYLqzcHx8gw0iNWY5bY1Nrx/ubLTp9caYm2IB1wVMZ7FgsrPQxjcYc3uM72zkq9/iAz6yZdnGmLmzgOsc40Xv41kssM5CY2674RDV32h8j7/1S3/MNw++Y1eNxpi5sYBrzHk7Cy2LZczdNMx4DcdJgNV4GWNm714HXKcFWJ/9x39hNOndOguNuT+G4yTGa7ws8DLGzMq9Crimi91PDbBs0rsx95plvIwx83CnA67pAAsmi90twDLGnGWY8bJxEsaYWbhTAddpAZYVuxtjruO0lUFfedu2RhhjLufWBlzPtr9Ls9+bqMGCyQwWWLG7MWY2LONljLmOWxNwTRe4Q5jq/mS3NBFgWQbLGDNPNrneGHMVSxdwfdj6Pt/b+XhiH+HQ8B+6oa+tATbZ3RizANOB10qtzK+++cUFn8oYs6yWKuDa7x3ywacf8Ue/GwYyjGeujDFmGU0HXlbjZYw5jajqos8w8vOf+bz+d//V/7joYxhjzJXtfeE3AbtmNOY+eLr59z5Q1b94kfddqgyXMcbcdlvP3ue3jn4IX/o2gO1pNMYA4BZ9AGOMuWu+tvZ5tp69z49+59d5fnA0sZfVGHM/WcBljDFz8u7bT0Y1Xt/84Xcs8DLmHrMrRWOMmbNh0DXc02iF9cbcP5bhMsaYG/L11jtsPXsf9WoZL2PuGQu4jDHmhm09e3/iqvHZ9ncXfCJjzLxZwGWMMQsyXVj/+z/+w0UfyRgzJxZwGWPMAg0L67eevU+eFXbNaMwdZUXzxhizJLaevT8qrAd49+lnebvxi4s9lDFmJizgMsaYJfL11jvw7J3R8NQP+Mim1htzB9iVojHGLKHh8FSwwnpj7gILuIwxZolZYb0xd4MFXMYYs+SssN6Y289quIwx5haxwnpjbicLuIwx5paxwnpjbh+7UjTGmFvKCuuNuT0s4DLGmFvOCuuNWX4WcBljzB1ghfXGLDer4TLGmDvGCuuNWT4WcBljzB1khfXGLJe5XimKyH8pIv9aRL4vIv9wns9ljDHmJCusN2Y5zC3DJSL/AfCfAP+WqvZF5PG8nssYY8z5tp69zwcfvoC//Q2+efAd0lLCr731K4s+ljH3xjwzXH8X+B9UtQ+gqi/n+FzGGGNewQrrjVmcedZw/Tng3xOR/x7oAX9fVf+v6XcSkb8D/B2AB5uP5ngcY4wxQ+OF9eKEr7z93qKPZMyddq2AS0T+CfDaKb/1D+JjbwJ/Cfh3gG+KyM+rqo6/o6r+NvDbAD//mc/r9AMZY4yZj2Fh/d4XfnOU7bLCemPm41oBl6r+tbN+T0T+LvD7McD6FyLigYfA9nWe0xhjzGwNi+qHgddrG2t84dFfWfCpjLlb5lnD9b8CvwwgIn8OKAM7c3w+Y4wx1zA9sd46Go2ZnXkGXP8z8PMi8v8C/wvw1enrRGOMMctlWFj/jW9/aRR4GWOub25F86o6AP6zeT2+McaY+fna2ufBCuuNmRnbpWiMMeZMX2+9w9az91GvfPOH3+HD1vcXfSRjbiVb7WOMMeaVtp69P7EmyArrjbkcy3AZY4y5kOGaoPHCemPMxVjAZcwrZL2M3Y93+Phf/4znH35K57CN9X+Y+2xYWA9hP+Pv//gPF3wiY5afBVzGnCMf5Lz86CWD7oBKvYJLHLuf7NHaby36aMYs3PSaoN/78A8WfSRjlpYFXMaco33QQoBytYyIkKQJ1XqF5s4R3vtFH8+YpTAMvKyw3pizWcBlzDkGvYyklEy8zSUO9YovLOAyZtxwftcHn35k9V3GTLGAy5hzlKslikEx8TZfeMQJLrG/PsZMGxbWQ6jvssDLmMBeMYw5x8pGAwQGvQGqSpHl9Dp91h6t4Zz99THmLMNrRrDCemPAAi5jzpWWUx793GMq9SqDTh9FePDGAxqbq4s+mjG3wnRhvTH3lQ0+NeYVSpUSW69vAVuLPooxt9bWs/f51p//AyAEXe8+/SxvN35xsYcy5gZZwGWMMeZGfPkH78EP3puYWP83P/83Fn0sY26EXSkaY4y5UdOF9c+2v7vgExkzfxZwGWOMWYitZ+/zR7/7ZVsTZO4FC7iMMcYszFc+95aNkTD3gtVwGWOMWbhh0DUsrBcnfOXt9xZ7KGNmyDJcxhhjlsaXf/DexJogY+4Ky3AZY4xZOlvP3h91MwLWzWhuPctwGWOMWUq2JsjcJRZwGWOMWWrTa4L+8c/+aMEnMubyLOAyxhhzKwwDr3Z3YNkuc+tYDZcxc5ANMnzuSUoJacn+mhkzS9Nrgqy+y9wG9kpgLq3b7NLcPSLrZ1RqVdYerVGulRd9rKXgvefgxQGdww4AgrKytcr6o3VEZMGnM+bumF4TBBZ4meVmV4rmUjrNDjs/3UFVqdQr5FnG9kcvGfQGiz7aUmjttugctKk1qtQaVSorVZo7R6MAzBgzW9OF9R+2vr/gExlzOgu4zIWpKkcvD6nUy6SlFBGhVCnhEkdrr7Xo4y2cqtLaa1JZqYzeJiJU6hVa+/b1MWaehmuCPvj0I6vvMkvJAi5zYeqVIitI0mTi7WkpZdDtL+hUN0+90m112X++z9HOEdkgi78BXvXE1aGI4Au/gJMac7/YmiCzzKyGy1yYOCEpJRT5ZNCVZzmVenWBJ7s53nv2Ptmj1+ySlBK0UJq7R2y98YBao0Z9rU6/3aVcO85yDboDVh+sLfDUxtwv02uC0lLCr731K4s9lLn3LMNlLkxEWHu8Tr8zIM9yVJWsn+ELT2Orsejj3Yheq0f3qEtttUa5WqayUqFUKXHwfB/1ytrDNXCObqvHoDug2+xSqpZY2VxZ9NGvzRee7lGH9kHLavbMrTBcE5RnhWW7zMJZhstcSn21jnxGaO4e0e/0qdSqbL3+gHL1fnQpdltdSpXJvzZJmpD1MvIsp1Qp8eStJ3RbXfJB+HW1UcW52/2zzaA7YPen2xReEQnXqo0H1n1pboetZ+/zG43vYWMkzCJZwGUurbZao7ZaW/QxFiJJEwb+ZD2WEq5cAVziWFm//RmtIVVl75NdXJpQLqejtzV3mtQaNSr1yisewZjF+3rrHXj2Dntf+M1RtssCL3OTbveP3cbcsPpanSL3E0XwvXaP6mr1zg44zfs5eVaQlo8/PxEhLSd0j2zchbldbE2QWRQLuIy5hHK1zNYbD8j6WajnavWo1KtsPtlc9NHmRyDk8KaogrPrRHM7bT17nx/9zq/bmiBzY+7mj+TGzFF9rU61USUf5DjnJjI/d1FaTilXy2T9jFKlBIQarjz31O/p1bK5G959+wk8e390zWjdjGaeLMNlzBU45yhXy3c+2IJwfbj5+hYKdJpduq0e/U6PjccbE+MvjLmthteMw27GZ9vfXfSRzB10918tjDHXViqXeO1zrzHoDfDeU66USO5ozZq5v7aevc9vHf2QX//St/nmwXd49+lnebvxi4s+lrkj7F9MY8yFiBPrSDR33tfWPg8x8OJL3+YDPrJuRjMTdqVojCEf5PQ7fYosn/tz+cLTPmiz+8kuRztH5IP5P6cxlzW9FNuuGc11WcBlzD3mvWfv0z2e/9lzdn66w/M/e87hywNUT+lKnIEiL9j+aJv9T/fIugNau01e/Oj5vdrFaW6XYTfj84Mj62Y012IBlzH3RJ7l9Fo9Bt3+KKBq7bboHLSpNapUVypU6hWOdpt0m/OZr9U5bJMNMmqrNUqVEpWVCmkpZf/5wVyez5hZePftJ7YU21yb1XAZc0VFXtDca9I56CCJ0Nhs0NhojCbOL4vhVPjm7iGKICilapmtp1u09ppUVo7rskSESrVEa69FfW320/K7zS7lOFpiKC2n9Nq9E0vRjVk2w6BruCZInPCVt99b7KHMrWEZLmOuwBeenZ/u0N5vUa6WSNOEwxcHHLzYX/TRTuh3+hxuH1JZqYZMVqNGkeXsvdjHq57chSgyMUl/lpI0OfHY6kMYuGyBqjFn+XrrHbaevY96tWyXuTALuIy5gl67R9bLqK5UESe4xFFtVGkfdJauCLx92KZUSScCq3KtQtbpU66VyHrZxPtnvYz6nHZBrmw2yPr5KOhSVXrtHiubK7d+wbe5f7aevc83vv0lu2Y0F2L/whlzSUWWc7h9SK/VYdAdjOqhRARcqJVaKv70AnhFWHu4DiKxtmtAt9mlVC2xsjGfgKu6UmXr9S2yfka31aPX7tPYbLD6cG0uz2fMvE13M/7+j/9wwScyy8pquIy5hEG3z/ZPd+i1erQPuwx6GdWVCmuP1sM7KEu3xLq2Vqfzs53RWh6ArJ9RrpaorlR5/NZjeq0e+SCjVC1TbVTnmm1a2VihtlqjyAtc4qxuy9wJW8/e5/d+9GO++NVv8c0ffoeVWplfffOLiz6WWSLL9cpgDKEYPetnOOcoVUsna4wWRFXZ+2SPtJSw9mCNIsvxuafb7FGqlhFxrGzUl27dT61RY2WzQeegjThBFZLEsfnGFhDqqqYzWv1On6OdI7Jun1KtwtrDtZkOPXWJwyWWYDd3y1c+9xbEbNdwP6MNTTVDy/XKYO691n6Tw5eHDMdAlasltt54sBRZozzLybOCWqMKwMaTDTqHHVr7TTpHHV7//OusbDYWfMqTxAmbr23S2Fhh0M1wqVBdqZ0Z8PQ7fbZ/8pJSpUS5XiEf5Lz8yUse/9xjmzRvzAVtPXufb/35P8C6Gc2Q/Yh5R6gq/U6fbqu7dEXbFzXoDjh4fkC5VqbWCB11RVaw/8neoo8GgJvKtCVpwuqDVR68+ZDHbz1h9cHa0hZ+iwjlWoXGVoP62sq52aWj7SNKlRJpORTalyolSuWUo52jGzyxMbffl3/wnnUzmpHFpw3MtRVZzu7Huwy6AxABhcaDBuuP1pfmOu4iOs0OSeomgpZyrUy32SMbZJTKpXM+ev6SUkp1pUq/0x9lerz35FlBfa2+0LPN0qDXP5HJSsspg45NgzfmKraevT+a3QXw2sYaX3j0VxZ7KHPjlvPHcXMp+y8PyAc5tdVanLNUobnTpNfuLfpol6Leh4Bxiggwn7FQl7b52gZppUS31aUbO/s2X9tYyFWbeiXrZ1fqihyOYzjaOaK935rYoViulimyYuL9i6ygVJ3956heaR+02f7JS7Z/8oL2QRs9o6vSmNtsOLvrj373y7Ym6J6yDNctV+QF/VZv4gU/XAOldPbb1Bq1BZ7ucmqNOq39NqXK8TDOIstxpWRpCtGTUsqjzz4i62eoV9JyupAuu26ry8HzfXzuUaC6WmXzyeaFzqJe2X++R+ewg0tcGH66LTx88yGVeoXVh2vsfLQNhMxWPsjJ+hmPfm5z5p/H/ot92vttyrWQvdz7ZI9+t8/W062ZP5cxy2BYWD8sqrduxvvDMlx3gXLi6lBEUG5XpqCyUqGxsUKv1Qv1aO0eWVaw9XRrqaaQiwjlaplKvbKQYCsbZOz9bIckTajGWrd+q8f+84tNue91erQPO9RWa1TqFWorVUqlhL1P91BVqitVHnzmIS4Reu0eLnE8mkPB/KA3oHPYpr5WIy2lpKWU+lqNzmGbQW8w0+cyZtkMl2K3uwPLdt0Ty5E2MFeWpAnleoVBb0C5Wh69PetnrD5cXeDJLk9E2Hhtk/r6CoNuH+fC9PZkCToUl0n3qIvI5Pyq6kqVbqsXGiYEfF6QlE7PvnWOOpSmMoZJKWUQP75UKVFr1OaeHT2vuSMf5BPfz8bcRe++/QTGuhnTUsKvvfUriz6WmRN7JbsDNl7bYOejHbrNHuJAPdTX69Qat6+QW0So1Cs2fuAcRV4gySkZPx/mhA2zQyKw+mCN1QerExnQxDkGZ9RJ3WQm0SVuNP5jnCo2o8vcK1/+wXvwg/dG14yAze+6gyzgugNK5RJPPveEfrdPMSgo10pxEOfyXMOZ2amsVGjvt6B6/DZfeI52j9AdpVwtU12pUV6pcPjykLScTnRR1tfrtPZbeO9HHaH9Tp/qSuVG551VahUqtTL9Tp9yLWSzBt0BlVqZSs0CbnP/bE0NTX336Wd5u/GLCz6VmRULuC5AvZIPcsTJ0hRvT3OJu1UF8ubqais1qqs1OkddSpUUX3haBy3ahx1WHzRQVZp7R/Q7ZVY2G7T32xMBV7lWYeO1DQ5fHI6q/Mq1Mpuvzb4o/jzihAdvPOBw+4juUSd8bmt11h+tLVXNnjE3bbgmiK9+iw/4yLJdd8RyRg9LpNvqsh+7wVCorlTYfH3L9r+9gqqS9QYUhSctpRN7/Mz1iBO2Xt+it9aj2+oiIgy6A1bW66SlMKw0SZMwLyzLTw1eGpur1Fbrox8kSpXFrFBKSilbr2/hn2wAdpVozNB0N6PN7rr97F+3c2SDjL2Pd0nTJEw+X60y6A3Y+3g5Jp8vqyIv2P7JNts/ecnez3Z58WfPOXi+j55WsGOuxDlHfa3Og9cf0NhYoVQtUalXJuZpJYmje9Q5cyhrkiZU6hXKS3D9bLsVjTndsJvRZnfdfvYv3Dl6zS7ARDarUq/Q7/bJ+tmijrX0Dl8ekvczqo0a1UaVaqNKc69Jt9m59mMXeUGvHcZG2IDMQBKHemhsNkBDtivrZ3TbPcq1yonF1MaY2+Xdt5+M6ru++cPvWOB1S9mV4jmKvDj1p24RluLFfhh8+LygVA2FxouuffGFp3vUobIyOYi1XC3TPuhQX7v6i3/nsMP+831UPSAkpYSHbzykVL34daUvPN1Wl167F+c+1W/9dWepXKK6VqXX6rHxdIOsO6Db7rH2cI03/o037PrbmDtiGHSNrwmy+q7bwzJc56g2auRTK0584RFZfPF81st4+WfPOfh0n+Zuk52Pttn7dA/vF78D59RQVODUGQCvkGc5g26ffqfH3qe7lKvDGVFVnAg7H+9cOPj1hWfnZzvsf7JP1h3Q3m/x8scv6La6lz7Xstl6bYvGep28H2qyNh5v8OYvfObWB5PGmJOGa4IgZLw+bH1/wScyF2EZrnNUahXqa3U6Rx3SUoJ6xRfK1htbC6832X++hySOav34BbVz2KHaqLKyvrgrJJeEYaVZdzBq9YcQIG5eYl2L956DFwd0DsM1ZPeoC4Qp6ENpOaXX6pL1B5QvMEag2+wy6PSprR53cxZ5wcGLA6or1YXXMV2HSxwbr22x9mgDVbWsljH3wNaz9/mtox/Cl75t3Yy3gGW4ziFO2Hq6xaPPPKLaqLGy2eDJ556cWYR8U4osZ9DLTmQvytXSqL1+kTYebyBORld33VaX2lqd2trFx1a0dlt0DtpUVyrUGlXK9RLtww79Tn/yHUXOGJ6pDHoDeu0eRR6ylL1m98TXLEkTiqw4saz5tnKJs2DLmHvka2ufn8h2Pdv+7oJPZM5iGa5XECejwu+lETMxqjqRlVFVZAk6vdJyyuPPPWHQGVBkOWmlRLl28U449UpzrzmRdarUKiQlR+ewPcpyFXkRF3VPBlFFlrP78R6D7gBcuM1ce7SOKzl8z+MLRST82Q47Jxdd+2aMMdcxnN31xa9+i28e2JqgZWQB1y2UpAn11Rq9Vm9UnK6qZP2cjRseXnmW4R7Eq1A0BEJjMVCpUqKxvkJzv0Wv3UMJv731xoMT17v7z/cpsozaanh+9crBiwMaWw32Pt0HFJckVBthsnpjs2FZIWPMrTec3QXH0+rtmnF5WMB1S60/2aDId+m2erEgHTaerE/UOC2rIstp7bfoNrskqWNlc5Xaam2UzRoGa9nUQu5yrcIbjzco18o4kVMXW+dZTq/dpzYW7IkTxAnbP3lJfT0EqloUHL48Yv3RGuuPN679OQ23EeBC16AxxizS1thS84P/3gAAIABJREFUbHHCV95+b9FHuvcs4LqlkjTh4WcfkfUzfOEpldMTwccyKvKC7Y+2KfKCcrWM957dj3fZeLzB6oPV8D5ZTq1Rpdfs0st7uNRRZJ6kHAKxtJSGYZ2nXAOeNVw172X4zLP2+hqrm6vhOtIJg25GUZw+/uOiuq0uB8/3KeI2gkq9zNbrW3P78xh0+3TjjLjaau1CDQPTirwg62UgUK6WF94EYoyZveml2JbtWqzlf4U2ZxrOt7pNes0uRVaMrhtd4kiShKOdQ+rrdZp7zbCYmdCpmKYp1ZUqRZbTbfU4+HQfBUrllAdvPjwxniMtpaSlhDzLJxYx97p9qvGKcWInpmRhbdMVv4x5lrP38S6lSmn0ZzHo9tn9eI9HP/do5p2PRztHHG4fkqYhQDrabbLxeJ3VB2sXfoxus8veJ7uEcWaKc44Hbz6kUreF0cbcRePdjGCzuxbFfqw1N6rX7ZOUJuulhpmq5k6T5s4RlXqF6kqV+lod7xX1Sq/dHzUv1BpVvPfsfbJ3IqMlImy9/oAiK+i2wkT6TrPL2sO1E3Vaw49NS1ev3+qeso2gXKsw6PXpHnU53D5k//l+uMa85rDcbJBxtH0UujZrFcq10MF5uH0UrjMvoMhy9j7ZpVwtU1utUmvUSMspuz/bwReLn+FmjJmP6W5Gm9118yzDZU7lvce52cfj5UrpxHgGVUUVus0OlXpllBUSESr1Mrsf77GyUZ84T7laptvqkQ/yk+MxamWe/Pxr9FphJESlXiGtpOz+LNS8lasl1CuDXsb6o/VrXf35wuNOudoctAe8+NELKvVw9dnab7GyXmfzta0rd0RmvQyY7Ewd/nfWG1xoGG+v00d1ckl0kiYMegMG3cHMu3HDEvNw7Z2UE6tvM2bBht2MfPVbfMBHrNTK/OqbX1z0se6FuQVcIvJvA/8TUAVy4L9Q1X8xr+czs9E5bHO0c0SeFZQqJdYerVFrXHx+1qvU1+o0d5tk/Yy0nKJe6Xf6NB6s0jnqnLiCEyf4PJ/oWJxwRtIoSZMTOwQfvvmQ9kGLzlEXlyQ8eHNtYgjqVVTqFZo7RxNvywcFrcMWT956MgqCylVoH3aor69cubEhBGqnfSEUuWhwrKP/N/3oVzrTeXzh2ftkl16rP9o00NhssB7ntBljFsO6GRdjnhmufwj8t6r6HRH5D+Ov/+ocn89cU+ewHa6bahVqlRJ5lrPz0x2evPX4SoXZp0lKKY8++5jDl4f02j1c4lh/vE5jcxUBWvutiYAk6w1Yf7JJNsgm5o4VWU5SSi6U1VEN15IiwuqDtUvVO71KpV6hvrFC+6A92kbQ7w6or6+crC9LE3rt3pUDrkqtQpI68kH43EUk/HeaTEz1f9V5hckM5nBd1WV2Ul7E0fYB/Xb/eDyHKq39FqVaeaHbEIwxx6yb8ebMM+BS4P9n781hJEvXM73n7Euc2CNyqaWruvtyETgz17iSDA1AAaJADCA5IkAZ4xA0REuA5lKmPNkChQFkChhABg0SEh0JlISRoYZcAkNImCF5h7eXWjMz1rNv//ll/CeiMiozqzKrsqqz6sZrNKqzMiNOnDwV543ve5fNna0PPP+Az/XB0IiGMi+Bz9vNJaUknIXYnrPVI5mWmkCF84jJg9sTVFuuxeSLCU2jbvQbEhWMuuRxThbnGKZOUzfopsH4wZhkGRMvY3RdV8RL15g8nLx1UpInOevTNXVZbQlXMApuTcyuaRrDwyF+zyeLMnRdY3A4aPO+dtE0DcZ7XD+6odMZBjz9m6dUWYFpm/SmAw6/Orz2dWnaJv2jIauXK9immcHo/uhWs8iapiFep7gXSswt0lX82RMuUQvSMKVICizHxO939r2We9xZ7N2MHwcfknD9M+D/0DTtv0OJ8/+Dy75J07Q/Av4IYDycfsDDuTmyOGP5bEGj7FzouvbZurmklNSVwLuk+kZph24fr2vEDNNg+uiAPMmo8grTtvC6npqCHQ7w+x2KrNjmdL2NIJR5yezJDMtRTsdGNKxOVPDpbU65NF3D7bg7k6tklVCkxfZa2dQLue+xwsyijPXpmvG9IVKqKZ9oTQWXoRGN0pgZ+g4hCwYBru+qmiQNXN/5MBEWl24uNTb96qIWFGmOqBscz8Zyr99GcJchasHZ96fUtcCyTMqsIF7GTB5OP8v3jj0+H4y++Tl/Evw18JfA3s1429Cuyi261g9r2r8Eji75q/8G+B3g/5ZS/s+apv3nwB9JKf/jNz3eVw9/Tf63/+yfv/Px3CZELXj59y+wHGt7Yxe1oC5rjr4+/iwnXSffngByJ06hzEsc32V07/rF03cFy5cL8jjfic5omoYqrzj6yfEHMQVsIKqa5YsleaJIjW7oDI+H76WHO/n2BA25Q46qosK01MRwAykl8SImmoU0UqJrGt3J7U72roP5sxllWuyso7Moo384wPEd5j+cIYRabQrR4HZcBkeDT34SFM5Conm4Q8DrsgZN4/DLwx/xyPbY4/pY/PZ/v/3znnhdjePhf/1XUsp/9zrf+14fa99EoDRN+5+A/6r93z8H/sf3ea6PjbJ1c52fonxIN9ddQG/aY/5khmwkhmVQlzWNaOiOuj/2ob0Tqry6MAXTdX0bNfEhQ1EMy1TBtGWFbCSWbb2XUFw2kqqodhL0Qa19y7Lc+Vq6TlmdrHADp329DauTFYap43/EVV7/YMDsh7N21arTSIkbqLiP2ZMZumlg+w5lXpEsQuZPZ0TziO44YHhvtEP8PyVkl5Skm7a5LVLf10jt8Slg9Jqofu9mfH98yDHNc+A/bP/8HwG/+IDPdeuQ5/67Cw15lTXuE4cXeEwfHWDaFnUpcHyXg0eHty6m/lhwOx5VsbsOFbXAsIyPNqG0bOvKVPybQNOV/un1vK26qnFeC7+N5iGOb28neLqu4/g24TyiaT5e1pZpmRw8PmT8cEJ32mPycML4vtLubVyqohaKDOq6coxqqiJp8Wx+ZWvAXYdpGRcyzbZ6xb07c49PDKNvfs63/+KfkmQlf/aLv/yxD+eTxof8CPlfAP9c0zQTyGl1Wp8KbNe+ws3FJ5fufhM4vvPZ6Ew6A59kHVMkBaZj0oiGuqwZP5h8klqh7qSdQEq19q2rGlHVjO6Nd75P1GLHISmlJE9ywpM1dVnj+A79af/azsY3QeVslYi6wbTNnclOmRWEs4gyU52YG+J5/tyXaYlEopsGolDGBttTGWtVXt3KMX5sBKMup9+fYpiK2EspKZKC3rT/QdfYe+zxofCzrw/hm59vp12mZfB7j3/3xz6sTw4fjHBJKf8f4Gcf6vE/NM67uVQ3tIoVGB7drpvrVwlVXtE0DZZjXZgwNU1DFmakYYpu6nTeI69qA8MymT46IFnG5EmB5VoMj0efLKHcTCDDWUiZV21n4/gCKXEDd0tyANIwZflySacf4AUuVVFx9sMpB18evlcQqagF82dziiSjSEryJMfrehx+dYRlm5w9mWFahprMVRWn359y8OhANQn4DmVWIpoGHQ3ZSBrR7KzqP9UJl+M7jO+NWJ2u1Yc0oDvufrKr+T322OD1NeNe23UzfJoiiY+EV26uHNBwOs4nqyv5MSFqweLZgiLN1UpFQv9QZW+B0ictnqmATMsxEVXNbJ3QPxhuC63fFaZl0j8Y0H/Hn2+ahmydkqwTNE2nM/TxAv9HWw05vsP0ize7eXuTPmffn25zzlYvl9iOTXccAGA5Fo1oSFcJ/YPBOx/L+mxNmRWUaUlZlNieRRqmvPzlCwxDx+v624mX5VhomkZ4FjJ9NGVwPGTxbE6T5ORpjt3YBKNgW2iuadq1MtY2aERDnmQUSYFhmfg9/0Y/f9vw+x28ro+oxQWX6B57fOo472bcZ3ddH3v28BaYtolpBz/2YdwpiKqmzCvQVBjn224my5MlVV5uU92bpmH5coXl2Di+Q5EW5OcCMkERpU2htWEaSnv0WiXNh4aUksXzBXmUY7smjRTMn87pjkoGR8PbeY5Ggsatrjgtx+Lgy0PSdUoWprhdn/5BH/O8AcQyLujbboINEdV1nSIrt1NDx9eQQhIuI7yev/Mzpm2StE0GRVpguTbTRz5e1yNPCyzHoswKRC0ZHA+uPUluRMPs6YwyLTFtg6bOiObhjx7DsFOSvscenxn+OP4pfPPT7bQL9m7Gt2H/brDHjZCsEpYvl+2aFXRNY/zw6mwyUdUUUY5zLgBT13VMyyANk5Zw5RcCQTcTpDIrKbKCdJkol5vv0D98v+gA1d0o36qnKbOSLMrwz2VnGaahehFHwXut4+JVzOnfvyReJdiuxfjRlPHx+NYIpWmZ9NooCFEL9NcIXV3WeF3/ip++BuSrxzk/7dv8ybRNyrTaOUdFqvKoDNPAsk3yqCRdSyYPJqpLM07RdB2/699Iu5WFKWVavKppcpSZYPliweFXR5+kXm+PPT4VvL5mPBr0+O3pP/6Rj+puYj/n3uPaqMua1csFjm/jBi5e4Lal0LMLrqwNpGzzzF/vSNQ0GqHu2qZlIi5xz8lGZRolixjbs/ECV9UNfX+6DRK9CWQjieYRL/7tC57/3XPOfjjbtghchiqvLhRTa5oGbaXOuyJZJnz7r35JGmf4PQ9N03j+t885+eXJreuWdF2nfzCgSPNtzEeRqvDYTv/dCZdu6Lhdl6YRO8GrVSnwAg+/39nm1oEiQNE8wg083I6LYZnYnlrRr8/WuIHL8GjE4GBwY6F8Fl8Sw2CZ1JV4p+tkjz32uDk2bsaXq3DvZrwCe8K1x7VRJErLJhtJGqbbEmpRN1cSF8MyMC2DunotzqCstxMJt+uha9p2xbVx1VmuSVVUuIG7naJYjoVoJHmU3fj4o3nE6mSFZZt4gYuoas5+OLuSPBm2cQUBku9c0SOlZPZsBmh4gYem65iOhePZrM9WVG8ggO+CplFC9PGDKbphUFcCv99h+vjgvdPl+wcDHF+dx2SdKC2WZ4EGwTDg6OtDNF0jj3PKvKIWNaKsyeKMpiVppm1S5tWVhP060A3jQtyF6t282Gawxx57fDj87OvD7cTrz37xl/wv3/2fP/IR3S3sV4p73Ah1WRMtIlUGrWukYYpsGsYPxpd+v6ZpjO6NOPthRl0KdB3qusHv+dvUdcM0mHwxZfVySRbnAPh99feL5/MLj2mY+gUC9zY0oiGah3hddzttsxyLJilI1ym96cWqH8dXE5gyU3ojUGsx23O2/39TNKKhKkpMa1efZJgGRVYg6tvJyWqahmgWkiwTJBLTthgeDW6thBzUFOnwqyO64x6rkyV1UWM6JsGgQ3fSxzANvK5PtIhYvVxh6AZVWVGdVTh+Tn86UKtdQ3+vtV9n0CFdJzRWs41hyJOCYODvxep77PEjYO9mvBx7wrXHtWF3HOKV0uBs1j6NaEjD9I0CbNtzOPrqkDTKaESjsr48Z0f7Y7s2B48PEVWNpitXl6iFWklKuXNDFpW4MeERQq2WXr+xv0k8ruu6IoKnK4pIEUGv79Of9t+ZIOiGju3Y5C2x3B5fG8hqWLcTORKehcTLGNdX57ku1TTvfaMgNpCNVGaHOEM3DQ6/OsIwDFVjdG6q1IiG8HSNGziYlsHy5RLLsSiyiiItkbKhfzB4L9en4zsMj0esT1fb9abf9+lN392Buccee7w/Rt/8nL/4zf+dvZtRYU+4PmPkcU68jGmEwOv5dPqdG33iL7OCLMqQjcTtepi2idNxqPKKIitBSjRdZ3hvpNaN06vDFwzLvFYO0fk1l2Ea9CY91mdrbEdV45R5he05N65WMgwDTdd2gmwBqqrGH1xdd2NaJpP7k+3K67rnb7OKvEy7Nro/JlpEZFGG4zvUVU2Rltz7yfGthOqKWiiy1XG2z2/aJqISZOsMa/p+hEs2ksWLBWmYgpQ0QrI+XTP5YnKhK7IuK2Wu0HVsz6Z/0CdexNRlRRLGHH99TDB6fxdwZ9DB63qISqAb2ocp495jjz1ujP/sb/4J/M0/2bsZ2ROuzxbRPGR1ssZyTHRdY326JosyJg8n19K1RIuIddu/h6YRLWN1Uws8glEXUdaAhuVaNLVANz5MGGx33MV0TJJlQiMa+tM+nUHnxtoc3dDpTXssX6ywXRW8WuUVhmHg994uHr8u0dqsLpNlgpSSzsDfrtc2CIYBj/7BY86+PyVeKUPAF7/1BYOj25nIbMI2Xyd7uqlTle8eBbFBnuYki4gyryiLSpVdNUoY//gfPt51Ler6TkOW23FxfIc0zOgf9umOL65y3xX7vKs99ri72LsZ94Trs4SoBeEsxDsnNvcskyzOyOP8rQRDVDXr0zVu57xYXZKsElzfocjK7fRENpKiqBkc3k4uFUCZl8SLmDIvsT2b7qj71rDP6yAYdjFMU01Y6hp/2KE7DG6tOUDlds3JkwLXd0CDdJ1R5hWTL6Y7JDEYBQSj4MK69DZgWO00r53KiVqg6RqiEnRH76/hyuOcNFSmBefcanl9uiaLs53ry3Is3MAhT3IcX10zolLr0+AjFmnv8emhEQ1Syn2zx2eG0Tc/58+//Y7f+YO/4M9Wv1r6rj3h+gwhWkH567oYwzSosgLeQriq4uLPa5qGrms4HRfDMrY3XA0YHA5uvOK7CmVWcPb9KbppYFomRZyThemtlWh7Xe9VXtMto8or8ng3wNXpOGRxTpmVl1YVfYiMqE0UxPO/fdam++tqdRq4HHx5+N6P3whBkZcE51axSvgOeXKR0A+PR6xPVqRRhgaYjsX04WS/9tvjUjSiUXEwyxiQWK7N4Gj4WXfY/qrh9798vNPN2PFs/pMHv/NjH9YHx/4d7zOEbhhclmYgRIN+jZvclQJmqaYnvUmP3qSmEQLDMnc+gRZpQbSIEJXA7TgEw+BGN9b1aYhhvSpBtj2bMi8J52vG9yfXfpwfA0KIV8mf56BpUBc1fMSBjmmbGI6Jq3tIKelOumo1vIgYHY/e67HdwEM2gkY02xVeVZQ4vn0htwwU0R/dH9OvxXZi8amHkVZlRTSPyJMc0zQIxl389wmS/Yio8ookTKiLCqfj4vf8OzVFWr1ckkbZdopeFRWzH844/PJwT9I/M/yquRn3V+9nCNM28bvehTctXdOupVeyXRvLVhlYG+JTVypRfDOlUZUlu5dPuk6ZP59j2Sa6oRMvY9Iw4+DxwbXe0KWUlFlxYVpm2RZFcrv5VFdhs86sywrHd+gMg2v3Z5qmyWVMV0ownasfo8orklVMVVQ4vktn4L/3jSVexfhdbycQVEpJuk7pT/vvdYP1uh796YAszNB0QCpibLo2bnD19PBNz1nlFXVZoRlKXH+X87Pqqmb23SloYDs2QgjmT+Y09xqCwd2uASvSgtkPp63ezWB9tiZZxkwfXe/f6IdGXdakUYZ37j3AcizypCCNsn0B+GeK825G0zL4vce/+2Mf0gfBnnB9phgcDdFNg2QVI6XS2ozvT671pqrpGqMHY5bPF9tcLMMymDy8+udlI1mfrXA8e/s9hmkovc86uZY4WtM0DMtQEQnnnmcTmZAsY7I4QzN0gkFw6z15eZIzezLDMHUM0yBZJqSrhOnjwzd24kkpSVcJ0SIiWcXEy1h1F1qm6hn0VAzGZSjSgtmTM3RdwzANokVIsoqZPj54r6J0KZpLHZKb470JGtGoYNMoRTcMOsOAo6+PmT85U1NTUwc0On3/ytd55XFK5XCMF2p9hKZh2SbjB5M720OYrtK2Zqr98KGb6LpOeLrG7/l3lixKKVmdrDAda3ttmbZJnuQkq4Te5PYMDO+KqwJwdUPbSiX2+Dzxupvxc5x23c13tD3eG7qhMzgc0Jv03kl4atkWo/tjiqRQNS6B+8Y1kBCCpm4u6CxMxyRPCrqX56JeQG/aZ/50huM7GKYiX0VWYBjmNsNJljWnq1OGxwOC4ds/8UopaWqxzfe6CutT5erc3IwM01D9f6uYwcHVDsLwbE00j7A9m+HxmHAWsnyxpN+e/2CoxPFFUqBpGrZrb9e269MVpmVuyYVhmdvOwTc955vQNA2WY5OG6x3SUpc1lmPd6FpoRMPsyUwZGByTqq6Y/XBK/3DI4dfHZFFGIwRu4F3IVrsO8iTfVvtsyrXLvGT1csnkFowSHwJFVlwggypwVZ2vu0q4GtFQF+WFKaTlWORxdicIl2mbqqe1DVbeQFTiVkN797i7GH3zc/4k+GtARUj87PgLvg5+68c9qFvCnnB95ngXm7yUqnMwnIXbr/l9n8Hh4Mqbia7roF18o2xqgXOJWPwq+D0f7o9Zn4WUeYVpqYlKtk53xO6GZbA+XWOYJkWSI1Grro0TboMszlidrBCVQGsrZ3qT/gVioBLgq51VBrQTgDiHg8uPV9SCaBHvENLh0YAsyhgcDNoU9JTly4VKR2h1cJP7ExW6mqvqovO5XZZjqeqidyBc6TphdbpGVIJ4EZGFKd1RVz23BtOH0xvpp/Iko8zKrRHAQB1/eLam0++81026Lmue/+0zsiglXSfYrk0w7mK7NnmcXZh03hXYrkWyKncmkE3TqCqhOxxLoekamqZf/DcqGqwb9ld+KOiGTu+gz/pkiWlb6LpGVdTY/s2z9+4CpJTURd1+CLLu9PVxl/DH8U/hm5/y599+B3/wF/wVP3wWE6894drjArIoY3263tbgbFZmhqHcb5dBN3S6456KkwgcdF1XZcmNpHND+7/f7+D1/O2NYX26upDArus6yTqhzKttBEO8jOmOugwO1TGWWcnsyQzHs7Eda1tejabRfy2kVdM1dEPfEYJDezNyrnZHbh2hlybYl9Slw/LFHNtzto9blzWzZzMOHx8iRMPi+YKqrDAMXYXTWga6rhLwTdu8NkEq0oL58wWu7+B4Nm7HIZpHNEj60z5+17uxNqxISwxr9yaxId11Wd+4aFpKSV2pG9DymXrdlmursumiYn2yakX92qV6uLuAziAgXibb308jGoqsZHBw9QeSuwBd1wnGXcKzV5Evm4Lx4XsaKW4T3VEXy7FIljGNaOgd9NW/izt8bi+DqGoWzxcUWbH9Nzw4HNJ5Q9DyHrv43NyMn9YV/CuGm2ptbgvJMsF2re2bhKYpsXy8TLbVKZdBkZ0+VV4p7ZemMXk4fSNhuQqapm079gzLvKDtELUgXWd4XQ/bs7FdGy9wiRcRVa7CPZN1jGkZ2ynJRvQfL6ILj6dpGt1xlzwtdvKr6rImeE2ou621acu8Ne3i76qp1VovizNoX8v2uXSNMivJopQyL0njDNu10Q2D+fP5dupz8u0Jp9+dUhWq3FlU9cXnEao4XNRqorUxLDSiocqrbTBtMLiZW3SDDaHYef1SIiWtduv6qIqKs+9POfnlCc/+5hmzJzOVDl+q12U6FnUlSNaJWinfUUeaaZtMH00xLYsiKRCiYXQ8upXE/A+N7qhLd9ylSAuyOEfUgtG98a3rId8Xbsdl/GDC9NEB3VH3k5wMLV+u2qm5h9txsT2b5YsFZfZxDECfE0bf/Jxv/8U/JcnKbVr9p4i7+Y72KwwpJckqJprHah0XuPSn/XciLe8KIcRFe78GSKmCOi/LPkARie64RzDsbkuJbwNu4LJ8sWB9tlZdhJ5NHhfYnnJTbp9f09A0jTIvsFyLuqwxXjsGTdeQgGwaeO3vgqG6YUazENlIDMtg/GCyczOqyorF0zlVWQMqtFQzdLIoV47QlkzppoEbuKTrZHu+Nin0RVpQZBVZnOF4DsPDAekqRTSCLM5xXEeFojaScBby7G+f4nY9/J6H67sMj0c4vkO0iAjP1irJXVOBpMEwoCoqVicr9RqBIivpTfrbyd8GUkpFpjRVfXQZvK5HOAu3jtWNFs3v+9cW9W+u6Sf/+geaRhIMu1i2iZSSLMxwA488ydE0NZXs9H0GR7cXpPshYLs2ky8mHyS49kNC0zX6BwO64x6NaFREx3v0WO5xOeqqJk/yHYmCriszThomN54M7wE/+/pwZ9r1KboZ94TrjiGaR6xPV2rk75hUecnZ96ccfHn4Xq61m8Dv+YTzEO+cfmYTWXAViRK1IFklpOsE3dAJRgFe13+vm1GZFazPQsJ5SDQLaaTEtAxk3eAPOluCdB4StjVDbsclnEU7k5KNLki/RBukaRrdUZdgEKjOxXbCtn1sKVk+XyCl3L6RNk1DHud0hgFFUmx7K3uTHoZp4Pgu62aNlIo8VXmJYZm4mqq8SVYJ00dTvK5PEWcgtVa3UhHNIuJlTJbkSgS/SjF0ndmTM7rTHuuXr9a3UkqSZcJqtgKhVryGYyFqgWeaRIsIv+dthcdZlLF4PieaRZRFSaffYfJoius5aLquCL4GRZzT1ILViwWGaeAPOvQm/Rtpt8KzNbNnc5qqwfYdkpaE6rreCu5d/L5PXdU4WcXR18c/ikPxpn2Z8GGCaz8G9jVIHxZqE3BxG6DpGuIKJ+Ye18OnnN21J1x3CI1oiGYhXuBtP3Xark2e5KTr9KO5iDqDDnmckUU5hqUj6kbptw4vL6dumob509bJ5togJfNnC3rj6oLmqxFNK959842qbImmZhhUaYkXeNRVTXfcxe28mojsZIW1E63NRMrvd0hWCXlSYNpGu5ZrGD8cv/H5NV3D0C8SsrqoKfNyp6B586nVMA2Of3J84Wdsz6Y36bN8sSBexlieTVMJuqOucuidLBXp6HhIpAqTNS2qtKSuamTT4Li2CjI1dbIoozMMmD+d4wceuq4jqposymlkw+r5EtuzCQZdqrxCIhkcDpFNQxbn2J7TpvmfkawidF3H73rEi5jFswX9g57qqrRMbMciDVMc32Hy6IBwriZdbudq4v06RFUTL2Mcz6ZsHa+OYSunn2WQRdn2MaWE0fHwo6+3RFWzOl2RRSoCxe26DA4GH+0Dzh6fH0zLxLBMRFXvfOCrior+4e10pv6q43x2F3wabsb9O8odghACuJj0bloqhPRjwTANJg+nW4eaZVu4Xe+CY2wmbBbyAAAgAElEQVQzgYrma7IwZ3hvtP0ezzSIl/E2ab5IC1YnStOgBPZdgmFwJfGJFzF6m0jeSIljK4dPFqquPss2sH1XkY04BySWbTF+ONmSAcM0mD46IF0r0mV7Np1B8M4VIXKzu3sNG2MBqJVjmZbouobdRlv0pj0kknid4HoOumW0obAJ65M1yTrl4IspQjSE8zUP/51HZElG0zQ0QqIZG1KnU2alCrLNKrSeT13WLF4sEGVNVVSUWUVdCvygg9d1cQMP01bnf7PajJcJVVkhNQ2zNRNUeYmUDVUlsDwHUdY8/8UzDr86RlSC9clKBdPmJU/+9RMOvjy4YDy4DHUlkFJFD0jkdgVn6Dq272A69lavNZ70Pljt0lWQjWT+bE5d1rgdRfSqtGD+ZMb08cEnJ9Te425A0zVGxyNmT2ZURY1uaNRVg9/vbPPb9nh/bLK7/ofwF/Cf/q933s24J1x3CIbREoxmN8unrgR+/+PWhuiGjt/r4Pcud9SUWcHp92eYloHWRkKsXqrsKbeNZpBSHXsjJLMfTjFtCy9waUTD6mQFErrjy3O0ylzZ7kUtdo6pLitkI2kaie1aBPdG1FUNkksdfYZp0B33rp0D9iZYtrXNBtsQS+W6E3iBRzQPWZ+FrdxNEaXJgwl1WROehdRFRSIaFYw66SEbSW/ax3JNolXC6HgIOixeLKjSkqqqyKOc4fEAw2zt/G35c2/SU92NqeppLLMCiYrvKJKSeJUwfjBBN1TBeCMkbhvtoM5hs9W3KfKF+j22mWVKeC+p8op4EWJYxnYNpZtaO4l135qNpJvqMU3LpNPvkKxidEPFYRiWyeTR9J3zxm4DZV5S5rtxILb35v7LD4GqqAhna/I4316zfv/9VvJ7/LhwfIfDrw7brLoGx3feKatuj7fjv+z92o6+62jQ47en//jHPqwL2BOuOwTd0OlOeqxOVziuhWboVHmFbmj4N4xW+NAIZxGmZWA5Spyu68pNmCwTFdPQwjAN4kWIbhhbXY5u6G1kQUhneLnd2/FtonlEVVSk64QiyfC6qvOtaRqQErfrqdwq++MYCjRdY3RvxOzpjDJXVUmNbBRp1FQP5EY4D0ovdvL9CbpUerLR/TGLZzOkaFifrWlEQzDoEIwCiqzaatLKtKT7ICA8C+n0O2RRRhZlICV2x8HpOAyPRyyezQl/CCmSXHVaahrdUY9mKDj95Skvf/kSN1DuqNG90Xay53Y8FRdRN2CpKY8UjSKsuqYmiygFSpUrh6TZnuNGNNiOraaN7YpyUxkUL2NELfB7Pt2RmmxatoXf90nXqZpMuhbxIsYJXO7/xn3cjzzReh3NOUJ/HhrKafoxUFe1Wp/rGo7v0LRRIY1orvxAssenAdMy93VEHxGjb37OX/39Cfzhn/Jnq7un79oTro+IRjRkUaYKby0Dv9+54D4MRgGGZRDNI+qyxu95BOPerQdAVkWFqMVOyvlNoJLH1bE7vkOyajVSolG5RGmBP+hg2iZVUV+ao9VIiagEZVUikdjuuVog22T5fInpmASjgPXpimgRc/TVEaISjO5P3ki0qrLaapgcz3mrHkc2ErS3i6Ad3+HoqyPyOKcqKxVH0fWIFxG6ru18ejVMgzIuMB0Tz1BaqeZwSFXUbSq/1WbybAiaOm+9SY/uqEun39lW3pRFyeh4zOj+iGAQoBs600cHxIuIRVGp3kTPwTA00nmKbhloOhimjqax8zvuDHyihUcapopsyYaqqLF8h84gwDB0mqbB73mIukYI2QY4qnWw03Goy3p7rqJ5xPpsjePZWI5JeLZmdbpi+sUUr+sxOBwq4r1MkFIyfjCmPx3cieoe07ZAcsFtKJEf7fjSVYqUEsdVH1QM08ANHKJZqPR0e3H7HntcG6+7Ge9SdteP/473KwJVkXJGmZVKU5M0xIuI0YPJjghbawumr1My/a7HsXq5JA2zNj8KgmGH/sHgRqNu27Wpy2qbnjw8GrA6W1OXNVVe0Zv0CcZqYuP4LtEivNCP2NQNp9+ebLVRmqYxPBri932ydcbkiwl5klNlFaPjMZoO/Umf8RfTN2pronnI4vmSZBVRZjWGoXH0k+N2xaZvz0OZl9RlTR7n5EmOrmkE4y7BKHjj42uaRpEVpOsUQE36XKt9Hbt4/Wtez6cz6KjID99VERa2mjypShO2OibHd5QAfhS0MQS7VTe6oTP96pBwEWP7qvBZHVeiEvVHPSzXpK4Esycz7v/GfSXyt0yOvjrE63ksXyyoC9HqlTRMy1Buy6bh+CfHaJrOD//f99soiE7fR9M1GtHgBq5K2p+H25VcvFCF5VVRUBcVnWHA5OGE/sGA3qSPRN4pXZTlWnQGPvEy3k4Ay7yiM+xguR9nclrmxYUPBJsPJK8H8e6xxx7Xw110M+4J10dCsk6o8mpHFCyqmvVJGwHxkbQa6ob4qiZHSkm0iLEci84lMQtXoTfpcvrdGaCmJ1KC3/W5/5sP8AN/h7z5A59kFVOkxTZIs8xLRCVwO50tEWtEw/LlAtNRqeNu4O5oaBrRIGrxxht2mZUsXy7J4wzdMAhGDqIWvPz2BNCYPpqSxRnL5wtqIVi9XKEBw3sjLM8inIWI6s3J26uXSxVW6tmISlCXgqwlbI2n9Hd1JUgWEWVWIkSD14rXDUOnMwxYvVxh+TZ1VakIjsBDt3RG94Yqvb6tANI0RW6crks0D4mXCaCcpBtSNX00Zf50jmWrmiO362JZFvE6hhVtvlVFp+8zuqfEbIZlMjoetanur85dtIhIw1QRAAlez+PX/r1fZ/Z0hqgFZaGS9QdHA2zXpszLtnNao0hLknWK27HbAnCl31q9WDJ9dKDcqVdkuP2YGBwOcToOyUoR6NH9Lv57RprcBLbnEKXhzkRN6Ti1PdnaY4/3xHk3o6Zr/P7X/+RHO5Y94fpIyOP8worCsEyqNu35Y1jQpZTEiwin80pjpWma0kst4xsRLttzmD6aEs5UkKftKoegF1zU5JiWyfTxAfEybs+DpbK+FtHO1Es3dCRqXam/Jk4HNRUz3xIAm8WZqhQSr8puTctEVIJwFuIPfFYnKyzbpMkaLMvAtC3iWYT9YIzbcQhnIaZjYbv2TtE0KL1NGmXohs7i2ZymTd4XVc3gcEiRlohSsDpdous6w3tDsjjn5bcnDA76yi5uGnz9s68p85KmEnjdTmsIUEXd2ToFDUzTxO/7BKOALMook2IbmRDOQsqsYPxgwr2f3KPT7xDNQ0zLpCxKFW1hGtvrqpFKdxcMu1eGLgohyKIM0zQwDI3wLGxzwg44/OpQJWRLNRXarn5NQwXJSkmWZJi2AWhb3Zft2mRxTl3VdzZmQdO1NxpEPjT8vr8l55ZrbVfyg6PhnnDtscctYONm3Ey7gB9l4nU33wE/Q5i2QV7uRjtsogTOT2w2Oq8yV6tHv+ffin5LNpIkTBTZcE0cXxUm52mBhsT27BunZju+w/S1NddVMC2TwcGAZqymW3mS01QXBcuaklLRm/RYvFC9gLqhsqau0/mmtTd7zr2OqlBTJCvOqcuSRkjGDyfUVY2mK+ddVdZUealS2l+ukI2qmjEtg/7BANMxMS0TKSSyaQjnEYZlYLU3xBKVUP/wt75g8XLB4HCA3/fRdX1b7WHoOsPjIbavhPXrkxWdgZrwCSFYvlxSxCWThxNELVRFkQadXsDixWJnOup4NqsXS4qsxO95dPoB/WmfMit5+fcvSVbxluDUZYXtKH1V1k7mXoeUkvXJCtsxt7lBhmWSJznJKqE36V3q2DNMg2AUEM1UXZKUUkV/6PpOntbdm2vdHZiWyeTxAdEsIo9SDNti/GCM1/24zuQ99vjc8fqa8WO7GfeE6yOh0++QLBOEqaY2m4qUzjDYfooVtWD2wxlVWWOYOkI0xLOQyaOD9672UaLzCMu3KOOC5YsVmqHTn/Yo8lJNQM7WV5ZT3wbKrGT2dEYjGpqmYfFyiQSCtsy1aRokSvNlWAYSSTQLEZkqkB4/nLw1FNMNVCinFO3kqRasz9YYpo7XcXG7HssXS6J5iOM72+/T2uNL1im2Z+P3fUTdMHs6Y/58QX/ax3ZtBkcD6kpQC7HV+MhGEi9jJHD6wynxLKI76e6QV6/jqviBVptXpAVNozQ64VlIFmckyxi3owJeg0EAfciSnCxKdhiLWr0uycIU23PIo5xkqWIgvK7H8HhAeLZSE7RGYjsWvYMeTVVfWQitQmEFVrBLqizHIo/zN4bu9id9DNNg8WzOcpHQm3TpDBWRLPMSx7PvbC/iXYFlW4zujYC7UyK9xx6fK0bf/Jw///Y7fucP/uKjuhn38+qPBNtzGN0bU1eCLM7Ik4LOwN+5kcXLmLqqVb6Ra+N1XNA11mfr93ruqqiIlzFe16M/6YOmUVc1dVmRxwWu7zI6Gipbf1W/70u9FJuASU1TInPXsxk/GLF6sSRaxGRtsr0/8LdJ9MEg4OjrY+792j0OHh9cuq58HbZnM3k4BZQ2LZyvtwL1zqCDF3g4bRejYZkYthKJi6ahyFQ1T2fQAU1jdbLCcW10DWzXQtQ1y+cLeuMudVFRFRV1VRPOVXVPp9/B9R3crku6TsnCbHtcjRAXnJqiFixfLBFCYDkWmqmTxqmKgGihaxrom5AGhTzJFTnyHCzPVuXdnt32J0rVm3g8RDYq9qARDWVaqLywK2IYNuf89XJyUYu3uvU0XVUiffEPHvHoHz3C9hyqQhWYa5r21qlkI1Q9UhZlKlPtR8JNy+KrvCJaRESLiKr8eMHEe+yxx/vj9798vJ14/dkv/pL/7en/9cGfc/+x8yPC7/u4XXcr/H59VZiF6YUU9M2E4fUw1JtgcxPTNK3tw/MRtaCuazqDDv1pT5Uu5xV1JT7INKIqSpJlrEI22xub4zv0j/r4XQ9RC0Rdka0zslVKb9ojGHXbcuirF1JlVhCeRZRZjuXaBOMuvUmPn/z7v876dMXZkxkEkt5Bb2tO6E56zJ/MKdICN3DJybAcm6qo6I17bbVRrgq4TQPa1adpm6xOlhiW6ijM0xzXdzFMk84gULolx6LT77DMViTrBL/vK01OXjG+/yp91XZtqrxCNALbspUbTdPB0qiLWiXM64qMdAYBTS3JkhzXcygSpftzOu62vNswDYqsVEGxLT+TtUA3DaqyYv5kxujBGK3tXXx9dazrOsGoy+p0iWwk6TohSws0DR7/wy+vdf1tXKabAu1N0fjbTA7zpzOEEK2gXtI7GHzU7KIyLwlPQ4o0x7AMepMeXu/NovlN5+lG37c+XTM8GrYxH3vsscengk1215d/+Kcf3M24J1wfGbquo9uX34AMU9+WJm8gpUTX3t49+CYYhr6zkrIcS2mSHBOv+6q3Edkmg38A5ElBtIzpDoPt85VpqXKdfAdRCRU50E5ZVidrDMt4o5C5zEpOvz/FtEzs9jHmT2Zb8f70iwM6g4DFszle4CGlRFS1Wt/cHzE4GKKbGo7vYtomaZgyfzoDoGnUeVfRF8pZufhhwezZjGAYoGsaVVFDkynyWlr0Jl0lOA9cupMu8Swki3N0XWN4NNiJ+tB0jWDYoUxziqxUvxdXZUIJ0ZCnqsg6GHZUPMQDm2gekrThok7HoX/Qb4lyuXWfmqaBbhkYlsHBV0eUeUmVl8TrhMWLJWjg+q5yZdoXM+CWLxbMn83UcRs6jufw/O+eEc0jOoMOtmvh9fw3CuAtx7rWClw2kvnzObqpb3VlspGsT9bbcyFbEvu+K/WrUJUVZ9+fqqLxjgodnT9fMGwaguHlpK8qK9ana0Xg22u5aRpWJ0vcwL31zLw99tjjw+L17C7TMvi9x79768+zJ1x3CKqUeIHRdggqnVdJb9p7L8JlubbS+iS5unm7NrJuQAfTMZGNEs97Pe+dUts3FTOgEtUvuzlWRYllm2q60rI/yzGJVwlOx92SLVBkxPZUIvmbCFfYuvI2z2faJmgQnoXb9aMbuLiBSzgLycIMUdc0ouHg0YFKuT9Hbr3AIxgGarVbVuRtun0w7hKersmTHNuz6Y576BqkUYYbeBRpTncc7BCqpqq3dUx+z790HdoZBtRlhW6q82I5lqr/WSX4/Q6dviJbmylf/2BAb9pnnJecfXcGrUB9+WKJqBv6B30My2D2wxmdYaB+F66KunAcC0NXBKoRDYun87YvM1ek0rXQNB3dNPD6HTptaK1sYPFiTh7niFql1YeziOkX0yvdjtdFVVQ0VY197tyIWhDO15x8d4Lf9/ECF9MyCcZd+tP+9hqpioo8zpBtiv+7HkuySlRbQXsNGaaB6zttyn9waTZdmZagyZ2/03UdKblQbr7HHnt8OvjQ2V17wnWH4HV9+gcqSBIAKQmGqvrlTajKiqZW1SyXfbrWNI3x/THrs7WKHAAmj6doaNsy5GAU0BtfLYy+CvEyUllWm9XKyYrB0eDCdEA2kv7hgHgRI4uqXXupkFfttYR2YJtldRka0VAVFck62enAA+X4yuJc9Q7qGrqu0532CGdrTNfC0W2kppGsEs6+P+Xwq6NXx4jchnqKWqgbuWspQpnkFGnRVtNE6IaOYRjYro3rO5iORRZn6LpOvIop05LxgzGmZZKsE/Ik5+Dx4ZbgSSlxPBvdMKDthWxEQyMERz85xu96aIZ+gWiLSlDnKqMsizOSRYyoBN1Jl84gQNc1vL5POFcp5WVaKJKr62iamp7qlk68Snj+d0/R2tW2mDdtJ6VUDs2WwBSZ0ot5PZ+mbnA7LnVZs3y55PDLw53fSZHkNKJRurJrFIRL2VBXgiItttft4vmC1ckaL3DQUGv2wdGQaB7hdlQuW7JKWL5Younq2l6frelP+vSmN79+qzaI+Dx0YxM6KjD0i2+R+hvyxPbdh3vs8elj9M3P+ZPgrwEVIfGz4y/4Ovit937cPeG6Q9A0jd5EaYhEJVR45BtWN9vU+OhVanxv0qM77l544zdMg9HxiKZ1IW4T15sGjYuE5yqUudIJGYaBZmivglt1pT0q8oLT786wPWfnput1ffK4YPxgTJWXihAZGqZloZs6VVHtfH+Zl9tuwfNIo5TV8yWNlCTLmGQRMb4/2d40RVUrAfq511PEBa7vIZqG8HRNXVU0QrI8XWHaFsN7Q3RdJzxdES8TOn0VKlrmJXlaqDwp36bICvV7aUu00yzFcA2GB0Omjw9UiXRaUiQFw8fD7XrW7bhKFB6mdIYBRVqwermkquptUXTVrjo7bod4oapy9FZvFgwDNE0jXacsXy5og/lVKbRtMjwetflXCp1+h3geUaQ5om6QoqHMSoLJqwT9bJ3i9jy6/VfTmHAeksd5m6ihnqTKlBZLR9uSItM224mX2DoR5z+cIRqJpql1bHfUVSvPKwiIcmdGrM9CjDbgs6pqpZmTEr/fwbRM6qomWSYEo4B0nWI5FquTJU7nlTasEQ3LFwssz7rxdMn2bJJVsi0lL7OSuqrVGv8K7ZntO6BpOzlxdVUrzdo1iOYee+xx9/HH8U/hm5/y599+B3/wF/wVP7z3xGtPuO4gDNO4lg4knIekUbad8kgpWZ+tMR0T/4oMn9eDFK8rxG+ahuULFUWgaZryzGmvOgijuUoo39TePP9bjXu/cX97A/K6Huk63QqTGxqQStuk6Tqz70/Jk0LFYVTK0fc64arLmuWzObansrlMy+DshzPmz+ZMH03bBPuKyYPJzs+JqkYiWb9cUcQ5omnIk5xoERKehTz+R48YHo9I1ylu8Cr133btVrTuk4UZtlOQ12rSpWmaCgpdpTz8zS+QQsUvGKaBvbAvaOEMSxETu6iYPTnDtE28TpuFFuf4XR83cDn7/gy342C7ekuoV+i6jhu4LF8slAh9MyVrJPEqUdUw9rnft5SM7k9wu66aKCLpT3u4LRkRQlBmBcP7u+5BVZSttFtFVmE7FnVVYxgm6BruuesM2K69l88X6KaB3ZJe1V4QXWgKOI9wHlLkBQePpqxerhBNw+p0pdavXW+rETMtkzIrt89Z5RWyeXXd5mlBPA/JkoKyrBgeDxm23Y3XQWcQkKwSknWiYluEoC5rgmGX1cmS4dHowocRwzQY3R+xfL6gzKv2azqTc9VRe+yxx+eB3//y8Y6+632yu/aE6w6iEY26AbT6kmAYbFdv2+9pmja3aTc13nYskmVyJeF6VyTLmOxcJRDA+iykLisMyyQJU1zfRrEwReyWzxccfHmIpqkJxvjhmDzJyVYZTSOUwLhNXj/46og0TKmLCttz8LrehZtXFmegvao7sRyLycMpi+cL0nWC1/WZXJJ273QcFi+WpGGCZuhkcdYKzFsx/NMFdd2gSS7EJhimgagEfs9jPV9RFTVFWiBEjeM5aLrO+nTNqlmhaWoV1zTighNQ1Er8na7V73RDKDRNEZl4GVMkKrF/8/qUocAmnL3qoTx/TjRdw+96235Oy1buyaqotplc43tjVicqg63KlUNU1ELlv10yfRoeDXA8l9PvT0jWKV7XpSpqepMulmNdyI+rioqqrC70gZqWQRallxIuKSXJMsH1VADs+MFEZYbVAk3XcDx3m0wvaoFuqvXycGOqaCMy6rImPF1j2iaOa+MFLkWcs2TJ5P7kwvNeBtM2mXwx5fv/93uausHxHYZHQ9yO2xJw79JeUy/wcL4+pioU4bJc6051RO6xxx63i42bkT/803fO7toTrjsG2UgWz5VIeSMEXjxfqInE+TwjqVaIr69sNhqkq7ApjTYs40afxuNVciF0tDPwOf3uDN1MMU0dUGsWzdDwuh5FpsqhN4JkXVfTqyzJAEmRFoTziPH9MW7HfWsUgGwuxhnYrsXgsM/k4XR7fLKRZHFKslITN6/rqqT/tMC0DMpMxR14PeVcbJBI0ZAnxYUKmroSdNuKIF3X6Y67WE47yUFj/mzO4HhAb9RDSkmZlVRljRZnOL5atVZFhaaB3/WU+7IlT1VRUaQFSEkjQTZiO4XawDANykwRpctSogzLpH8wQAilhbJsi8nhYIfo9A/6eF2PLErRdB2v65HHOeFZiBs4rwwaacHo3pjOoMPw3pC6qpWhIsmJZxF5rIwRXv9cflyrxbv4y+Lq3kTVBbR1zuqGhttxGBwNWT5f0Bn6RPNI5XKVNd1xl+6oq4JqpVSrxrImT/Kd68F2bQzTIItuViW0aQMYHQ93vm7aJlmUXVkkv3HY7rHHHr8auMzNeBPsCdcdQ5EV5EmxM2nxukooHIy6r8hL+2ZfFdWOK7DMK/oH/QuPKxtJOFurRHSpmm96k1dZV2/FJXd7wzDojQOKrKTISpUlZej0D/qvyNy5h67yakfzBYoALp7NOfr6+K0EUPUcrnemR41odlxmUkqWJ0vSVbL92uLFErfn4fV8sjDBME0cz8EwDeqqVjfypsHre+RRhtNRafVle27V70JFStRFjeXa6LpGsk5B00hXKb1Rr+2ldBBC4PcC8lTlp7kdl/60j2GZuB2HVZxRZCrKQdc1pGwoi4rBZECRlrgdZ8eN53QcnLbi6DyRELVA06A7Ct6o9dsc13lyYNomoqpJ1um2Bak76W1JqKZpW8eq7doEg6BdL+7qCi3bwnKtnetQNmqK5l1BVLRW2J9H2W79j6Zx9PWxOn/9Dk2nUUXctoUQgmSZ4PU8Jg8mzJ7NyKKMqlRktn/Q31kjSiHhmoZbTdtpgnr1GFKiX1PbuMcee/zq4Lyb8SbYE647hrqoL6x6tPaOICqxQ64GhwOlfWozk0Rb2NzpX4xSiFcx4SzC67o3yrraoNPvEC5ClX7fosgK+kdDHN/h5b99gdtxsBx7O9WxXWtnypCn+QVHohJdq9T2t00LbM8hGHWJ5hGGoW/1Y6N74y1Zq/KSdLW7+jQsgzzOufeTY57+m6egFYiiVmRQU1O3Sq/pTnqM7o9JVymNEPQnPfy+io7YRGuoKANBo4Htq9datoGjmxu+pul0hmpKhGTn9Xo9n3C2ZvZkjtfdZINJHN9h/nyuiI5vM5gOMEyNppHb17chGlWRgwY6GqN747cG1YpakKwS8jjDsE2CQaBWZ8cjuuOeIm5AGia8+LvnaJpGZ9hR8Rfn1pu2sSsIL9KC8GxFnmSkywTLdxSZRtI/6L/x99mf9KiyUjk7NR3RNLi+y/jBGE1X12dd1syenFEXFYZpkIcZ8VJFUhx9eYTf9Vg8X9AddXcIvG7oGPb1P3kalonTcSnSYmdKKipF/PbYY489LoMiXv/y2t+/J1x3DIZt0MjLV4KvT4Asx+LgqyPythLFcm3VJXiJliRaRDuTE6WVsYjmb8662iAYKXdd1rrYpFTrvO6oi2EajB9MCGdrRJKDpmFYBsN7o1u3yQ8OBvhdnyJVz+MF3o6tvyoqtNdevtYGx256Ip//3XMSmVIkBU5Hrdc2kQhux71U/2Y5Fo7nABLHU6S1LCpW+VJpm9pKHNk69UzbbIny7uPohk7vYEC8VJMlw9TRjZqqUJM20zEo0pLT70+4/xsPmNwbbUm27dkcfXW01WLZrv3WqaCoBWffnyqy7lpUWcnZ+pTRvZFyAtomuqlz9p36HqfjgIRoEVOV9QUDwgZlVnL2wxlWS+Bc3yVeJZi2Sf9A9U6WWYlhXW4AMSxTOTvTkqqstud3Q5w0QyM8CxXZbV+/5VhqvbmM6R8M6E56qkIoyrfhtHUl6B/21bT1Bpqq4dGA+fMFWZxvk/r7B4P9ynCPPfa4NewJ1x2D4ztYtkWRFlsNV54WanrkXtyRGKZB55L4hPOQUiLrBs15bXJm6NTl9brrdENn8nCiohHKGsM2d26QvUkPv++3eiVt5+82cAOX9el6pyZGVDW6qV/62q7CpjvwMhhtiOjrkKgb9r1fv08wCvj2X31LFZQqC6zvMbw3pqkFeZxdSkA1TePg8SFP/s0PVO050zXoTwcqZqJpSKOUZKmCXKPZms7w1Qq4rmrSVUqZF0jUdCwYdBCiYf50hmmbLDD50s0AACAASURBVF8ucTtqSkQD0SxidG+EbFQmlG4Y6PrNdENpmKoOxdZhuHHArl6uVAYYICo1YdxOBTXw2pyvMi8vjTqIlhGGqW/JblWqINJkFROerqnKmu442F6f/Un/0qw1N3BxuSisb5qGPM0v5KzZrk0aKX1cEiZouk4wCmiahioroayJZxHRLMLv+wwOBtfSKhqWyfSLqZpgClWWvk+M32OPPW4Te8J1Q0gpScOUdBXTNKofsdPv3EiA/ibouiI267OQNErRUCXOvcm7p81rmobTdamy3ZtnlVc3WplouqbIwBU/YlrmmytfbIvh0ZDly2X7Fbl9vbfl8LI9G8Myt0RhI2S3XQvbtdW6rB8weThR8RLaqxVnVVRk4eWEC6A77jL94oA8yjBsA03TkULgDXzKtCKax3T6HbyuSxblJOuU6RcHaLrG2fenW8F3VVREsxDT0jEtCylRqemiwe+115KmIZqal3//UsVotCS1N+leWTlzGcqk2PYtbqDqa+ZUVa1E5mGGpl90aIJGU6tpq6gF8SIiDTN0QycNk+3quioqwrMQ27NJVwllUWKaBlVW4h8OiGYRhmncqB+xEQ1NG4x6XpjaiIYsTJWWzjHblaxyvFZlvXW3/v/svcuPXOua5vVb37qvWCvukZFOX/b2PlWnugokWkj0X4DEEIGExBypJ0jMERMmPWXCiP4DEGLSAokBUs8YgFAPoLuriqo6Ved429t2ZlxXrPv1Y/CtWM50ZtrObe+zfc6OZ+a0M67L8b3xvs/7e6SUpGGK0GB8/uHw7P7ZatqJo3XSSSf9ZDoVXA9UeBUSbQ7Yrjq8w8s9eZQzfzr/ZHjox6SbBtOLKeN2/CAo6Yc0mo+U3ystFLjzyLr6CMX+S2swHuD4DmVeoqHd4Ep9qmQrScKYZJ8i25bBeKAo67pA6ILFU8V2ypNcRb8EDpOz8btxlVD7c0IoX1yRFT2Z3nqve9Q2bUdqV7+7eLYgO6RkcYZu6riBR3pICd/uaMqKKi9xPBvLtfpCRNO7Ea6jbtvoIo7SQ4YzkNRFSRbnjK51Y5q6xXJMNq/WPPrTC+wu4HrXcbk+Vii3TUueZMSHhCorGc6H6IaOlJL9VQjd1qTQBULTuHpxhT/xb8YySeV/a5uW9cs1dVn1RWyRFNRFzfRiSrgKSfYJoHx9syczTFuBYtu6wRnYxNv4kwqu68sdRZSz+2HL5GLKYOipLuIho21l70UEkLZk/f0af+r3r5+mqc3HJEwZLj6ty3XSSSed9FPqVHA9QFVZEW9jFfjcfdjbns3uckdVlLhDl8HI/+yMubZtqTtT95cK7TVtk7PnS9JDRlmUDCYW3tD7WcYmuqF/Vt7ccQvRci00XXBYHSjSgtmTuWJAWQbzZ3Oauunv76jjuNEeuBxWIXlaILolgiJ7tx3a1I0qJHYJaRhT1y3B2MebDhgvxv0Yd/1yTZHmtEjsgUMSxuzf7hgtJ5iuQZVFGLbRQ1zbpuuQRglVUTN7Mmcw8Xn1/71CImnrhqpqMC2Dumy60dY1LpdrEW2iDxZcxwKpzEpEF32zfbNhcjbB9hzSMGH6aNoXIZZnYdoG4eWe6eMZbdOSHtL++siTnCqvcIN3473xcszlb6+QbDisQpq6VRt9EtJdgrE4QlDVBmCR5CRhgmkZmF2n8S5F20jF+PiO8rRZBrsfNjSl4p4Nxu/G1kdpmkbbtrdwKAp3wa1A+JNOOumkn0OngusBaqoGtHfsq7Zp2V/uyaNUmaSFRrJLmD6Z/WjwaJEWbF5vkHWDRMO0DKZPZj8qVPp96aZBMPv0sc7XqCqvSMP3thB9nSzKKLPyhr/p/WIyizPCyz113dBWDfurfV+0ITRmT2bkSdFt3x0osoIizWgbiWEI0ihFt3TW+YrFszPSQ8r65QqvQykcViEAdV1z9eISKVsGY79jf5VMlhPC9YGqrFSQtGOS7lO8kcuzv3jK6797DSjQrTNwePN3rxmdj28UF0IXFEXxwdcoCRMVotyR5k3LpC5q1q/WqqNoGQwmqmBr6oZoG1FXDVVVqyJKtji+S5VXvP37N+i20Rd9oNhkeZzTNDW71ztM20LKitFiRJmVJPuELM56H9/6+xVoGvs3O6SUOIHL9GJ6a4wsW0m8jbCvLXcE00B14YTO8rtzFSP0w+bWc7Ydqy+w3z3OGvOefNGTTjrppN+3TgXXA6S+Jb8zZBdpTlVWGJaF3QX2NkZD+HaPO3AfPApsqpr1yzWmbaB3XpKqqNi8XLN8fv7FRpZfk+7qQt2lY6B0WZT94p9sJWVekSUZVV6CUKR9TQNv7OMF7+j8VV6xebXBslWkTp4UCF3gBR7eSHVyhC4okoIkTCgyBUnNkxIhNOqqRbZqvFjlNW/+/g1VXqpoly7XsUgKtc2ZKGO8YZsYps54OWHzaoOma1R5je1YlHnJcDHE9R3SQ8bZN2c8/fOnHNYRIKnygtFydKvDWZc19j1xOUelYYpAU6yvXYxu6jgDm6qoWXy7ZP9mR5kVWK5NeBXSVDWGZTA+n7B5uaJpFBgXAcIQxNsYyzaxXIu6bti/3tJKiWEYGIGObhh4hkNdN2rLtm2ItzHDXw/Zvd5Slw1nz5e9FyuLMpJ9cmvEKKWkbWVfiJV5yWEVUpcNbdtiOAaT8wl6R7g/vjZlXuJNfIQhyKIcw9L762r+dHEKlD7ppJO+Cp0KrgfItE2cgUOW5DieTZGW0Eh0W8fq/DlHrlRd1w/uSuVJgZTyRvFh2iZZnFPm5R/Vinpd1uzf7hRpHYk9cBmfj+803UfbiGh1QEpJXdUUSYnl2sS7iDTK0A2h4ms2EfOnC7yhy/aHLeXkHZ0/2cfoutYzq45srSItCGbBuzBvJLQSDcjinGhzUN1LqVFVJYZtYtkWTV0zWk7I4hzTMTEMk9pUFP80zglmAcMuRNxyLVXMvFphWha1LvBn/g0afNu0BDPF/ToGl7et5OrFFUVaYFiKri4lzB7fBttef612r7dUZUVd1Wo859nopk5T1USrEMdX126ZVSRhguVYDMYDqrwkvAqpu1Bte+BgORa2Z9PWLWWmun9tK0GTDMaDHv3QNi3jsxFFVuAFJZqhkScqd3Lx7dkN47vlWsQbteWYRXnHgvPUfXXeN93QCS9DhCEQhsQfBghNY/dmy/TxjPBqTxYphIPtWky6EWmeZBRJgW4aeEPvBjLkpJNOOunn1OnT6AHSNAWaPKwPJPuEumoQpmB8PkHonYG38wj9mK27tm3vzLcDeSfq4A9VbduyfrlS46Vu7b/MSjYv15x9u7zRyUujlP3bPY5vI4SgbVuibcz65Yq2bbE9izzK0YDJ2YQsyhiMvI7On/Z0/rqqEdcLWcvoR33H1/YIAB1MBsRhTLKPEbqOdUQ71Gq7EDTGjyYIoeFPBkSbGE1XGX+GYzJaBEyWKvS4KivVSRu6iGcLJBqD93IxkbIPu74eXK4Dy2+XxPtYbfyNBwzGg3sL+SzK2L/dE8wDwquQMis5rA9UAwdNFwzGAwzHIotzHv36MVUXveRPfYTQ+N2//p2KB7JNyqxSzVxNXdOPfvWIumrYvVEbpv7YxxsN+szPFoluCIo4R5iC5fMlQhe8+c1b4k2EdY3JJltJuA5p6gbDMijTlngTMX0yY3Q2ZvX9iuyg2HJC6uiGwB266Logi3OklCy+OetH/NeLdG84+CSu3E+hpm5IDyllUqgA+Q+8VyeddNIvT6eC64ESumC8HDNcKOji+sXq3Yir297yxz/OjG67NvtubNX7xNqb0TUPVZ/vl1folo7t2j+5gbjKK8q87OOH3r+/MlUH/XUfluUqvlKRFTc6P8k2UYHOXQErhGDxdM7ViytkI6mEYoL5kwBNV9uHddVgGzqaRp/laA8cwlX4LjRaaAxnAbs3O4qsVAHbQmP6eIbtObgDl82rLbZr9f6wMi8Rhq6wD7sEgYJjGpbJYR2SHVKCiY8XDIh3kYKcLhTOI08LJo9mZFFKkRXYro1EUqYlbtfduUuGZTA+G6uw8n3C6ndX5EmOYRoM50MGU78/1ONdrOj+lkE1rHj727doGsRhgue7xPuYMlWFm+VYOJ5DGmYYlsFhfVCxQbbyexm2SVXWiLSirSTuyMO01Lg2i1JsT71HbuBSFZVCRoQJEsny22X/Og9nAeFqT5UH/TJJvFNJAdff/7Zp2b/Zcf4nj1g+X7J+tSZPcwZjX4WcX7uGjv8/vqbu1REwW9cNpmlQZAXxLmbxbIHl/vF0pk866aQfr6/nE+tnUJEWqgOQFZiOzXAx/OSxnRAC27WZPpmxv9xT5RVoMJj474J9HyjLtQhmQT9ukVIdRJNH0x9VwLVty/b1ljzKVFxKx4GaP1t8crDvQySl5LA+EK0jRaMHdF0wezq/UVAc8w9BdTvqqoOvSpDvbZqp7MCbz92wDNyhh+1YuEOXMivZX+6Pj+Ja/p1Uvqy0IA1TNXYUGsP5CGEImrrlm3/8XBUsUqLpgjzOWX2/ommbLrRYkkYpeV5gWRaaEDi+i24Z5EmBnea4vkswVQHLySEl2cXkSa66lUJDaKrw8ic+3kgFM6f7GDRBMBt+FM0hpWT7eku6i0kOKW2jQKhpmODvA86+OcNybRVrcw19MVqM+tGo7dqgQd3UIFvausUObNWh28WkYUorJfE2pqlq8kwZ8w1T50/+g1/3RZ0/DRRMtayp8orDOqTMK9zRAGHoDDp6/VHeeEC8T0gPKU3TgNQQuo77XhdK6GqE2pSKiD97PKMuKhzfufHlA+g7jl+Tkl2i8iO7LwvHEfDu7Z7l8+XP/OhOOumkr0G/2IKrSAtWL1YYlo7l2TSV+oY6f7a40WH5mFzfxRk43WEnPrt7NFqMcH2XPM7QhMD13QdR2K8r2SfkUXajk1BmBeHVntnjuyNbPkdlVhKtDzcOybqs2f6wYfndef8zwzZopVSm6PWBpm5BttRly/RicuM23aFLuktU5EynqqgYzgLqsqapGizHwrAMskOK1fmV8iTHdFWQ9PbVBsMyOHu6INpH7K/2zJ8umD2e9d2Hpm5Yf7+i6jbb2qolj1IkanxmWiamZVCVdRfYbFFmBdHmgGwllmvhBp7yMi1GCKEyGvOswHbN3kumC53xcsx4Oe6fT9u0ffD3XarykjzK+9Gn070WRVaAhPBqz+KbJV7gEW0PKpS7rJXJvazxJz7BxEdKSZ6WuMNBj8AYLcdYnk28i3tArHs2om0amrqlTAvswbti2bRNFs8WrF+tWf+wwfYsZk9muIFLsk/YvdliuRambaJpGrouGJ8NGS0n6IaOYRpkcUayi+98rlo3mjdtk+FixGEVqtelwzuMz8cfzY78OZTF2a0utGEZZHH+wff2pJNO+uXo6/vk+j3psD5gWHr/IXn8Vh6twwcVXKC8XV+qY6RpGrZnfxGDfBqmt5hgpqM8Tw89BJq6oUjzDsiponXe3/7KohTd0G/83LAMlVVY1H3haDmKAfbqb15iWipCpakkg7FLeBXiBl7/2IKJT3bIyJIcXQgFMwUufnWBMAS7N1vytMAeOOpAt001pht5jBYjtfV5LUR7vBhTBqUqtK+NetJDSlXVfYeizEpA4+p3b3GHHkWS408DhrOh2kZtGibnU9UxAqqiZvPDK2zXxPXVhqphG/i2QR5nN8Ktj6qrmvBKgXNBjedGZ6NbBUVdNaBJ8kxtaFaF8oWp7G2NIlNxNIPJgCxSUNY8zdm82tA2LUWHujBMA2fg4E8H/Rafpml4Q4+zb85YvbjqciFbBdyVMFpOKJOyB8MCfUD6/JnE6a7TZJ+Q7hOyOOf1375mMB4wWoxoahUA7U/8Gzme8ebQvyZSSoq0wAkcDNOgqWqyrsAcno2QjUToGs7gx3/5+KllmHpv9j9KpQNopy3Jk046CfgFF1xVVtyiih+Lgz8WCYHaKHtPUuNWqPKHVOUV65ervovXtC2DkcfkfHrT/H3PwSKRN+6vKitlUJfqMDK62BfLtXoO1rErp5sGZ9+esb/cc/kPb6kKlb34/V/9jvPvHnH2fEld1X3R2zYtaGrkK1upMgLfy+MzLIMiK2/8LI/zPgKnKlRMjzf21KhwPlQkdQm2Z9HWLVKqDpOmSbxJ0CElMpJ9hulYfeyNPJI/339NWsnm5ZqmbvruXZ7k1D/UfRzQUbqh07aSLEzJk7w/1IUhGC5G/aEudMHobMSrv3lFeLlHAsIwEIYaJzd1DZrk1V++4vE/eowXeLiB2xfTbdnQyBZdF1iexeierdHj89KFUCHeWUHSgWiHixHe0CU/ZMS7mItfP8YbejeKDtM2mT6Zs3+77xIHwA08RssxZVawerkGqa7fppG4gct0Pv2qsSj+NODqxVWPFzn6OYeL2xmSJ5100i9Tv9iCy3Tt3lB9lBrDfJ3foH+MvLHP7vX2RtepSAv8kfegLcrd2y2a0G6MJtMwxfHdzuek5Pou0TrCdN6Z/hUvyeo7iFmcsf1hQ5mWagOuVQXJO/q4VD+7Jk1oJIcE2Ups11L+q7Lht//vb/n1P/kz3OG7x3W9a6cJtWxwvbvUVDVFVvam76NMSyeLKjAhPSTIzi9kD9RtTx9N2F3uSQ8ZTVUTzIboxs2lADfwVIbiLukZYFVeYvvOre5WkRUq++9aMWh79p0IEMuxqPKKpmnQhAqMbqqauqhIDilnzxYc1iFpmLC/UosBk/MJmhC8/MvvSXYZg9GAppY0VatGjR3zbXw+Io8KmqrpCx6hKwaX67vkSc7wbHhHELlLtI0xpSSLVREom1YVzxPVCczjDGdwO8T8eK043zlqE1EoXIeUktWLLYap3yj0skNKFty81n5OZVFGvD1QFQ32wGI4G2F7NrOLKfursPcoBrPgQfmRJ5100h+3frEF13A+5OrFlfKZmDpN1VAVFbOnX97b9HPJCzyqiYJfHl3stmcTzO/nOL2vuqqVKfqOLlEWpjcOQduzGS9HhKsQDU2Z5k2dWYcEkK1k/3av4mpMg2gb0TYt8T7G8uzuPjTM94reKq9UXIypRoaguj51VbN6teLZXzy79/EH84DNyw2mrZMeMtJ9Ql03jM/GRNuoPxC9sc9hHZPsEw6rkDIvad42WIFDkTRkhwzdMNTYS9cRpk60OpCYOsPZEDdw1dLDNGB3uSOLczVWtHSGdxy6bdPe02RU8T43fyKxHIvpoymH1YE8yTAsE3doY+gGWZQrz1XVUJc1WZgiBaT7VI25dEONSKUK4HYDB9lKnIHN7vWuL6YnFxPe/OYtZZZDV/Quny+ZLG/66tq2RbYS0zSU9ytVxaNhmYyX7zIrZXcN3KdjQXxUXdXUVXP3tRZnX0XBlYYpmx82WK6J5ZqUWcnViyvOvj3DGw1wuo6hrusn39ZJJ510Q7/Ygsv2bM6+Oetz+CzHerBh/muXJjTG5xMGU5+6rNF1HdMxH+Qp0TRVOh3jXOqywnRUwWTqt28nmA1xhx5VXqkwaNfqu2lHoKZu6kTrkKZp+wKozEqW3y4Zn09usYuklJRpxWB8M39RMZyKGxiN9+UFHjyFN3/7mngb4Y08ZtMhpmWwe71Tj1OjGxHmxLsEYRkUu1gxnsqa4fmEMi1JwoSmqIlTlQkopfK2HdYqDNr1XeyBzezJDN3QOaxCNKCIS+VpOh/1z80wDTVqfe95IsF4n90kVdB2MAsIZgFtq7qAspVkcUrbtDgDp8sqNDEsne//9fcqI9ExaQGtlVRljSZVV1F3VEHQNA20sH27o0wKgllHypctT/7RM86en93ohlZlxfrlmqaqaRu1YWq4FrppMFqOe3xDVaig64d4G/vNVSmpipoyzUGocO2v4f+llJJwFWJ7Vt+xtLrliWQXMT5XcUXCOhVaJ5100m39YgsuUEXX4pvFz/0wfnKpDbsfNyrVDR3dMrn83SWWZSKlZPdmS1lU/Orf/5M7zeCGadx50GpCdTzSMKGuarVpGLikUYoQGu7QvROpYTkWwhLUZd13uGQraeoG3w8+WkA6noMzcBguhn3x0NQN0e5AtD2gCUEWZaRRwvhsgmkaNJMBddUgu7Bp3TA6Mn3J4BjqHOcUeYHm2kTrA0ITVFWtMgHXO1op0XVBGiUIQ6P6vuqBoJZrKXDoLlFjbKmKlMF4cMsYLnSB7TtUeYnlWOi6BroabQlD77EZpm3RtgrC2jQNCPX+VUmO6ajNweSQoFsGhq0o9lmUk0UpSGWGF4aGP/VVRI5t3Bo9717voJU0ZU0a5bRtS1VUjJcjyrREE6p41Q3B5NHNzthHJdVG5pvfvAEp8QIXoesUWY7/FWSAqm3SBuu990c3DYqs+pke1UknnfSHol90wXXSTR0hqUcfj9N5j7QuRLvMC5J9iqYpZtj+co9sWxbfnH0SJ8ww1Uju9d9s8TrfldAVz2zyaEL1npH9KKELLv70gpf/9gVGVffMJsu1mZ5PP+l5KT6XMjM3ZcNhc6CtJbJtMBwLfzygzApk09KIBtAYL8fkUY49sFVHzzaItxGDsTLEO77yWfkTX4VQTwZUWak2KTVV6IHq7BVpQVO3XL64xHFtnMBlvBhjezbpPgVgchHcG3o+PhLY4xwhNJqmxfEcNW7rwtNN28ANXParPYZt4LgOVVnj26pIS0LFihKmThalaIBuCookB11guSZ1Kdm82jB7PL31ftRlrUatdUMSptieBWjoQpDuU57+xTNl3jcEzsB50EitLmuufncJaIogT8thHeGNPaYXM9IwZTgffrEg6rZpVdfXEJ+MmRC6wr68/yWjqRqc4OfvwJ100klft04F10mAKkr2b3ck+6QvaIRQUUZZnOLPAvZvtwwXCougaRpN3ajDd598Mux1spyw/n5NkRQIQ225jc5GGKZBRX3v700fTTFMnc2rDbKVKjplNKAqK5JdjBO49x7GuqErHEaak4YZVVESXoYgVRSPNxrQNiqcevd2x/hsRJ7ljPQRpmMynA9JDylt3eL6LnV1XLbQELqGYZssvjljfDbm9d++RtdVkXqUYapCTQJB5aNJiPeJ2vR8NO03Gj8kwzJYPl+SJxlN1WA6FrZrU1c16SFR3T/LYDAZKN/dokBDQ5g6QldZh4ZTMb6YUKQ5rudgOAbhVYjpWmRRTrxN0U1VVAjTuL1dqYFsW7IeN/IO82AaBmVWMHtytwdSSql8a0JDCKEed5iqEG3HpipVh0g3dUaLYZ/9qAmBN/LIk/wWduFTVeUVVVGh6Rq2a/c+PTRUJ200YLQcf3SRRNMUNHf7etuPFauiom1b/PHP34E76aSTvm6dCq6TACiSgnif4F6DlhZ5yW//9T9QZiWaEMTbhGDiI3SNpm7RDYFpm+Rx9skFl27oPP71BdvXO2xPeXw0oZFFGaOzD5v5h/MR/lQBT/eXe/I4R9c14lYiViHzZ4t7I3JGyzF//X/8lWKFmTp1UWEHDnWhiOl5osZjTV2TxTl1VrN7u2V0pooukaqR5vzZnMPqQJWXnQNLGcCGC/X8TVunylXhePSW1VXTx9R4wwGmbWLaJmmYKqP1J/qTVCbjzeLsCCLdX+777tf5d+dML6b85l/9pt+Ya+qa+cVMgXTHJrqls3uzI49zskNKmZV4S5dg6lPmJdtXaxbXiqembsiijGgXs3+9JViM1MaorgCvg8VQ8cLuUBZnhJd7lT2qadiBQx5lgCpGo/TA/u2eyaMJmqYCxK0uU7LMim5r9eE8Kykl4VVIvI17n15T18hG4k/9Pn3h+CVjdDb+6G0OxgM0oRFtIvI4x/Ycphezr5YPdtJJJ309OhVcJwEKWmqYN6GleZRTpiXDxZA0TDEtnTTOEKYAqTFeKrDl+4iFj2kw8amKijTM1CEtwRt5DCYfjrgBxdeqspIyK29ss1VFxf7tjrNv745RiXcxTd0ymPgK4okaDVmuRbgO0XWB7ToE0yF1WfdeqmA6ospKhrMhnu9RVTX+ZKCicOqG+bdnTM4m/YHrT4esX66xPIs0TDvqfXFnaoBuqHHepxRcH1oMsFybs2+XfXFV5iVplzBgmLrqEg097IHN7s2WQxyiaQJ7YCMMHdtxkBLyOFMpAHWLNxpg2OrjoS5rVt9fEe0iyrQgO2Qk+6R/zybLSb808L7KvGTzaoNlG7i+Q13WvPw3L5AaTC9mGLaJM1Cj0csXl9i2reKCBg7u0O27YaZl3FtM36ciLYi20Y0vEeuXa5qmxZ+pa03rDPnJLiGYD+/tch3H7ccEiOmj6anIOumkkx6kU8F1EqDGQteX5tpGUiQ5pm3iBR66EBRZQRGmJHuNR786x7TVWrw/+fhI7LqEEEwvZgSzqvfDPCScO40yzK4YKNKCLMr6gmRyMb21INDUjYocCpyejM5Esr8MaaXy8tSogsGwTPyJz3A+oswK5s/m/WOTraTICsqsZPpkjjO4zddyAxdv5CqCfJJTlzXBxCeYKPL69aKpbSXiIyOy42NPwgRNE/gTH3/q3+mPErrgsDpwWIfUVUPbSBoa3JGN7dqEb1XuoUQjWh/wCg/TMoiKCMd3MUx1m9OLCYOx3xFyUcypvKLOVUyQO3BYv1pDBz2NwpiB793pY0r3CbqufFJ11bB/u1Nmf1OQ7GKyMGXyaILQBfEqwnvuMTmfsL/aEW8jzp6fq+vlyezBANHscPtLhKZrtGVLUzc3gszbbkP0PqlO2buM08MqVOPg8cOu/ZNOOumXq1PBdRIA3tBTIMsuwkUiqcoKL3AxLAPD8nGGLvurPVVaKeJ83TJ9MrsRkXOfyqxUCI4sx7BMgrkyiF8vtI4+KvFePND7EkKjqSTJLibeJeiWjqZBdsjYvd2xeLK4cTjXZY1hmhiGuBZppDEYKw9YMA3IQtURGox93GFXOGi3QarOwLm3IyWlJN2nHFYRs8dTRXkXGnlaUBfVDaDpMVrnOkz2fbVty+bVmqqosD0bKSXR5kBZlMzv8EpVhQqTdrpOV9kjjAAAIABJREFUUpkpZEa0jdlZO0zXwHIcJuc+SElVlAipM1qOsGyTpmwYLkeMzsaUaYHlqY5SeshB6xAhmvKsjS8mrF+s0IWOaRoYtsH2hw2LZ4sbJvSqVMkAANkhQUq6jcsKwzKQbcthfaDICiYXCtbaVjWjxQRNwOLZohs1PpzW3jQtTdUg7XfdQWfgkIUZ16MPqqLqx6N3qcxKDusQy7ORlRqtVkVFvI95/u89f3CH9/ep65FMJ5100s+rU8F1EqDGUuPlmMMqvBaS7OJcKwh0XcfzPUa/GuMGLrqu07Ztv9V4pMm/ryqvWH2vYk9sz6atG7av1nAxwxsNkK3ksA6JdzESMAyd0XJ854gK1Ejy7d+/Je2AqccxWrAYqdzArLhRFB27UINpQLQ+QAVC00jDBN008OYebdXQypZoG6FbiprujbxPNmnXZc329YbL310SbSJ0IRiMfYLFEC9wyVvZhxlrgDB05k8XH+RUlWl5AzqraRqO75DFGWWHiLjxOhdVXxgl+wTbcyjzkrZuKdKCsizwpwFe4CqjvqaWBfyxT7gO0brN1CItVNRSd/u6qVOVNzcWiyjHHXr4k4DhfITlmORJTryLb3ihnIHNYR1hmAZ5XGDaBlZtUaaFgg5bBsk+pW0a5k8XuIFL20g0oZ6P9iOyCJu6IbzcE29UULnru/2yh2EaOL6jzO6N6gJqGkwfz+68rbZtWb9csX+zR6IQIf40wPFs0ijlzW/e8uQfPbn32v85JKUkDVMOm4PaoPQchmfDB49kTzrppC+rr+dT4qQvpvc3wj5VwTTAG3oqHFkINKGxebUmi/KOryRxh54yDmvKOHxYH5QhuQVv7DE+G9/oFJR5ydVvL1WkUBdgrJsGlqYRrg64Q4/DOiTaxH0MTFM3bF5tOPv27M5DQgUw+4RXezRdIFuVcRhMAqpC+buuF1yGZeCNPdJ9wvh8QpmVXZamw3g56r1V0TqizEt2r7c8/rMLhouPm6iPr/exE5UdMsUN0wVZkqoplVRIiuFihK7r/WP6WOehKivEncWGRlu3t38qNJAadd1QdKPepnKIwxjZgOUYCvMh1Gbo7s2WIi2wPRvHd/HHXl9kX48W8ic+WZy9u640lfvoT4NuXKhT5hVVUbO73BHMhv014I0GJPuEPFah42VWomkas2/mNEVDmddIJINJ0GdKig6oewxKf6jUMkDWGdwFh82Bq99dMT6fYLkW3/7j510HsFTXRuDei4Y4rA+kUYZu6RRJjtWFv1uOiWmrbd14HzP+BMP95+iYC4qmFiU+VITG25j95R7bs7Bsk6qoWL244uz58kfz+E466aTP16ng+iNTkRbsL/fUZYWmafhTlef2qWMFvdsOO+rs2yVFVtCUDaZjYrnqkEkPKeFViBsoQ7Iapym/zrHDEW0OhFcH9pd7NKFRpCXDeaC6Y91KfVM1xLsYx7f7Q0Q3dHS9Id0nmEt1YLR1i27p/YExmo9IH6WYtokQWt9hkK28sys1Xo4xDIVn0E0dfzIlPaR9YWE5FtPHU9qmJU8LRmeTj75mspWUeUkWZ2RRikSR9VWcjqCtBRpw9dtLVQAKFbA9Ph9/kuHatE2a9nZhhVRdp/dluza6IajL6to/lQyGA7yRx/7tjqYr1ITQaRvZFTkalm1ieQ7Ds9GtIt0beUzrKW3dEG1jZNtiWBaWZTJcjNTGXpJDI0HXuPztW+ZPFyrCydBZfHNGsk9o2pZ4FzM5G2O7Nk3dkEYZ04sJSI3wKsRyTYQQlHmJaRkfHLnepSzJWL24AiTRRmU+zp/M+wJseqFo8LZrfxTH0TYtyTYmmPoUHZbCGTjUUiEtBuMBjm9TJMWDHuNDVWYFmx+2tHWjOsCmzuzx/M5rqG1bos0Bx7f799G0TfVc9slPXhiedNJJ9+uzCi5N0/4z4L8F/hz4J1LKf3Xt7/5r4L8AGuC/klL+759zXyd9XFVRsX65UmOTgUPbtmpE2LaftPJ+l4Qu7hztJbsE61pM0HHbK94lDOcj6romXKkP/kExoEgLDMvgsImwPFt1fQxdxdtIbn1jF4agyEo2r9bqMO/wC4PxgPFSbQV6gUuRFZi23T9/IdTY7dbzEILhYkgwD5Bdx0k2a+qqQtiifw4Alm1+tNhq6obNDxvVLctLwlXYZ1W2TUOZKz7TYaMM7MtfneN1OXvbHzaf1G0QQlAVFVe7GH806Iq5Gm/k3rlkIHTB7OmczQ8b2lrlP1qexehshG7qZHGGEII8zlUMkGsxveaPSveqgH0/cFnxp4b4E78P0U4PKdkhpa4q8jjHck2qvFRZiprG/u2OxTdngCqgh/MhwSwg3sVEq0P3niq+2vH+DEsn2cUqQWAa4E/uXg64T23bsvl+TVlUDEYKIFskOU3d4I08DFN/UMe37YpdwzSYPJoQ7yKKrEBKMLouYdu0P6mHq6kb1i/X6KaO5XQg3bJm/WrN8rvlrecjG5Vz+f7PDVOnyu8GC5900km/H31uh+vfAv8p8D9c/6GmaX8B/OfAvwNcAP9S07RfSynvBvWc9EWkNtnedXuEEDi+Q7yNb4x5voSapkG8X5R0IEmVfViioQ5rb+iRxwrYKaVUq/WaYPZ4hmEYCEO/Re+uyhoNqMp3uAEppfJ5SdV9aGqFlMgixZ+yXIvx4/kHfVdH4zeoYOvViyuEUGPOpm4o0pLZ4/vp9VVZkewTtj9sqMua8ZniUeVxThqlFElOMBtSJAXRLkLTNeaLWR+8rBs6dVGTHTLM+f0FVxZlKiTZsZCNZHe5x3JNLv70Mf70fnyG5Vicf3fOcBawebVB68joVVExfzJntBjTtA3yHy6xB/aNQtdyTZJdfKvgOkrooh/7ub7LwTL44W9/QLbKnD6cDfuOYR7nt95TTdMIpgGD0YCmuR3w7A0HtzhjD1GZlkgp++gdTdMwHUulJ1gl00d3+7Tuk26okPKmbrBdm4s/ecz+ckcrYXw+BqnGnv41nMnR//hjTP53PqespG0l9rWR59EL+P7oHEDoOpp+fTlEqS4bBtOHdQtPOumkL6vPKriklH8Nd364/MfA/ySlLIDfapr2G+CfAP/n59zfSR9WfQeJW9NUfuH7H8CfK2/ocdgccK8XSUWF7alIl+vFmGEZTB5NlZcnyWlbyWBkqy05QzA6G7H9YYNu6ui6oCxrdF2BRt3ApW1lRwsvSQ4p2zc7lt+e9eBK27MU08kyFBT17Y4szjFMg2Ae3LtVaHs240dH8n2O5dksns3x7hk1VXnF1fdXII/5ioLN663q0swDVYxtEzShKfaWhCKrkDNuYgh0jaa6n6rfdsR7y1EjOddXXrMsyjCsj3dpNE1jMPZxfJc8ymiaFtuz+3GwkOKGGb0ua+JdTHbIaJG4gav8WR8qXIWmthmzUi0peE7fFZTy/VjumzpG5Hxp1aWKfQqmAYf1Ad0QoGkUacHwbHjDl/Yp0jQV77R5uUE31EjdHQ4os1wlCWgai2cLLNdS+I5NRLKPAbXYMfwCX3LapuXO0k3KDgj73mMWGqPFiN2bDaZtIQxB3Xm/TgiLk076efVTebgeA//XtT+/6n52S5qm/VPgnwLMJn/8QdI/peyBQ7gKb2xMHQutHxOJcoQ9FmmBJrQOpKluezAekMcZWZSjm4K2VvczWipavOXZ0Bngj5wtf+p3RZVOmZXURU20ifDGA+XzCROasmY0H+IELpe/vaRtJIdVSFkoX9L2zRbLUqPMY0h2GmXUZY2mwerFFVLKzrfSsP7+ismj2Z2HTVVWRKsDuqkTTAOatiXZp7jB3duJh3WIEBqmbaEbBpZjUBV1b5qeP5nj+I4yVdsm3tijKmqErrG/3DO9mCGERl022Gf3j6GaqqFtWnT3pmH82Nn41C6Qbuh3wmQ1TWMw8oj3CU3VsPp+1SEkVKEQrkKKtGD+bPHR4i6YDclfrkCj3y4ss1IZ0b9Q7uGnynRMZKsKRvVaqa5qMAuYP138KDyC67ucPT8j3avA9eV3S9xAAVmPxZRsZT9eNh0TDY1kl1BlFfNn88/qdlmupQrYa+DbI+rh/RDtowbjgeKabQ9U3ZcWfxp8cCP2pJNO+un10f+Bmqb9S+D8jr/6b6SU/8t9v3bHz+780iul/OfAPwf47umffuiL8UkfkTf0SHYxeQcsbZuWqqyZXUwffNgcsxXjzggvW1X4zJ8usD0bvcMa5ElGlZUYlnkjz1A3dOZPlJ+ozFWxJIRQhPMuhw7U4XG4OmB7NtNHN0d5XuCxfbPt+VV1WSOEhj2wiTaRGusAhqGgrGVe0rZt39E6dlLCVYg39G69BuGVytPzrhmz8yQn2SV9VM915UmO3WEo3A7PcIS/gupiOb5LFmY4gaPyC22DpmqoipzskCF0DTdw7vSZHXW9U3QDlNq0GF+oiAnmI6JtzObVmjIr0S0T27awbavfUi3S4l40x1H2wMb1Hd7+w1vyKKPMK5zA5fGvL+5EV/yUslwLJ3DJogzLtRgMPYqswp8MsD+BFXfv7ToW1vn9z6PMS6JtRF1UNE2LQMMdesimpczKB3fWrsu0TYbzEeEqpG0a4k1EtItwA3U9Tx5N73yP3MB98MLBSSed9NPqowWXlPI//BG3+wp4eu3PT4DXP+J2/ihVZgVpmNI0rfpg9N0vAifsN8J2SV8MTB5Nb33gKwZRi2EZ93YhirQg3iX9FiKogmL7esP5d48UcuKY7XdPx8X2bM5/dU6VVz06Yv3yqr/P9JCS7BLKoqTIcpbfnjE8exciPFwMufzdW3Vw5SVNBzC1PZvd2x1lVqiOmWEQzI8jt5uXtNAFsmlpmgZDXOv8tS15nOMMbr42lmORHu4uuAxLFbG6oeONB1RlrSj3bUu0iTFsQ8XjOCaWq0ClZa58NnVRoZuC8fmk75DcJ8NUqIIszvoCr6kbqrKmLhsuf3uJYer40+BHH+a6oeMELqPFGCEinMDBtAwk6r23XVuNorrDvO2KByklpmP23ZKqqMiTAm/o0VQ17tCjbVU+YV3WnH2z/L1F4GiaxvRCja7TMO3C16e9f+6nUhZnROuIwchTr4uUJPsY0zJp68+3rQ4XQ9Akr/76FWmS4499TNtk+8OWIi1ZfrfEC37a53jSSSd9vn6qHvP/CvyPmqb9dyjT/J8C//dPdF9/UEr2Cbs3256HlB3UCGv6I7pQd0k3dIaL4Z0FQ9u0bN9syaO870GOFkOC2e1/e/QLXe+w6EbHWyqrT+5cCCH6oqAqKlrZoSuu9oRv9xi2gWGpIireJaAJxsuuc2UazC7mXX6dGiGamwPb11tliHYt6qomD2PqosJ0TNJ9eWN00rYqX/B9L42maYgOZ3EzbkeFct+lYOqzeb3F8Wx0XeBPB6SHFNOxQFMjR3vgdC+tul3LtiizgsE0YPHN3VyxuzQ+n8Bb9T6oB6y6gXmiCumqqLh6ccXsYoY3+vhhe1cWo4bqUOVp3kUlaWrR4fg6dMWrykNc09RN9y8kw8W43zoUukaVV3hDNcqSrRpFO55DvI+YnN+/hPClJYTycN1n/P8pVKQ5QlxLJdA0bNci3sVoX8irpoKyLXRdYBw3VDWoy4rDVai+tH0ho/5JJ5300+hzsRD/CfDfAwvgf9M07f+RUv5HUsq/1DTtfwb+CqiB//K0oagKnv3lToUGX2PkpFHKIBt8Uojx5yi82lMkBW6XeSelyhM0bevWiEsI7U5TLvCjC8O6qjmsQvavdzRNg+lY6KZBFmU9diDZxQznw747ZDoGWaLGfpqmYbsOotvErIsK07aYfDMh2SfMv1mQ7GKqoupHqnlaML6DLaVpGv5MmaudbltPedYqZk+mdxYo3mjQoTYOSCk5bCL8yaBnG+VxRnbIcH2HPCkwLNXJK9KSs+feg8ZrQhdMH89oqpq2lWSHlGgT9deIbujduHSPG6gOaZmVahFBV0R/TWg9cbytVMj46GzUd5yEIdi/3VOkOdE6Ipj5CgAqNWzXxhk4vT9JCIHlq8cvW0l4tcf2bKpcjR/bpum7i5rQkG2LZgqK9G4UgdoIzWlrieVZf9AUdE1T28BFVvSoj6qsMD0b4w5e2kOleG8Vdd3eyN7UDYOmrmnqRvm69FPBddJJX7M+d0vxXwD/4p6/+2fAP/uc2/9jU11WSMmtw18XQkXOQE8p/9Jqm5Y0TPu1fujW5m2DZBffKrjcoUe0iW5sN5ZZie1a/aFyNNXnSd7zuu6LOCmzgs3LNbZrYw1skjAmDmPapmF8Men8V2q7LdlFhOuI7k6o0pKoblVxekgZP5owXiowqd49tiZpELpg8eyMcBWSxTnCEEzOxyqI+Q75U5+mUhBLCWgavT9s93qHYZsMF8MbHhl/EjAY+cpk3kjc4bu/8wKX/VWIbuqMz8fkUUZdKuP0Q5EER+mmgQ7ssxLDvvna6oauQqXrmmQbE+1iVShL0HWBPXBIwqR7zwzqUm1ZLr9d0jYNyS7pAJkaiJzt6y3e2OObf/c5o7MRyT4hWofsLkPGHctL07R+nJzFGfbAJtnFCF3vr5W2UYWBrFuc4W0fUZmVrF+u+jSEtpUE04DR2egPskvj+g5F4CnkSdeR9IYelmvfS7B/iDShYVqGKmzruv//2DQNQtcVCuKUl3jSSV+9Tmsrv0dpd/h2qqJi88MGJ1DfkDVNY3Ix/eKeDClln7N38zFpPeDxuizHYvJoyv5yR4cWwnJMJhfT/vbCy303UhKq47MKmV7M7jTrRrsY3VRdmWAeIDWILkNVsIUZhm0qzxCScKVM9MeDxXJMyqJm9kTxrLIou9E5aNsWDU1xnSzB4tmiHyV+OARbMHk0JZgPaeuWqqzYvd5iOqYKgK5qNi/XzJ7ObxRdquDQ4b1Dzh16xGHSjX9sbN/B01zm35zdOhCbuiFPcoq0QLYSx7Nxh969xbbpmGRhCdcOcNmq97TKK6JtfMNvV+Qlb/7uNYtvF32ckGmbtGlBso+pyxrTNnEDl6qoCMoavlEZj9OLKZtXG4o0R9NUjFB4FTIYD24wpwD8sa8SARyT7JB2UUsKUCulxB/fHO1JKdm8VgiQ46hZBWxHOP79weBfs47xRU3VMF6O+9DsyfmPC92+S8FiSHrISLMCNA0NjapQY9zhfPgHWaiedNIvTaeC6/co0zZxPBUFYg9sZCvZvlZwyuFihGGoLsHu9RbrO+uLrnHrho7lWP247agqr5icT+78ncF40B/ImtBuZLiVWXnrkG/qht2bLbb36FbhUBe1wkM4JuHqgGwkju9QFiV13ZBEGf4sYLKckB3SG7+vmwYUNUIoZleRqkLFdNTYsMwrxsubGY4PIYobpgGmGrma9jtDuDJAQ7w53NoE0y1VPF6Hewpd4E98BhMfIYTK6RveREzIVhKuQ7avt0TrCE0oFIPQVBdytFQduetcK4DBaECyU4WSYRmd6b9gtBiRx8qD9b7frqpqVZRdm2rpZtcVq9T7oWma2sLrRnp5nJPHOUVW4AYuspVYrrpekjBRhn9dqIUP38GwDM6+XRJvI/aGoEzVZqI/DRjOh7cM83VR01QN1rWOqkJ86ORR9gdZcF2PLyqSHNu28Cc+lvvlxqRe4LH81ZLtq00fMD+cD5k/XfzkSwEnnXTSl9Gp4Po9a3IxZXe5I4tUNltTt8yfLvp1f6ELkFDEOcYdDKXP0Xg5Yf39FXmcI3SNppHYnoP7gQ9soYs7N+HyJMcwxZ2m+rqssN5bw7cHNuk+Ub6fokRommJ16WpENb+YMhgOsByLLErvfCxSyv5wizcRaZxhmrrqfH2BjmCVl+oxXZNu6hTp7aw8IQST84kizotahW5XDd5owPT8/gWIeB9zWB2oshI3cNANQXi5R2gawjTQhE4W5fjjAeNrHRLTNpk/XbC/3KtxqdAYL0f4k4D91Q4pJXVZ0zSt6iQKleMoGwnXap66rHGnHoald/iEd8+3rmoM26QqK/TOD3QEaYZv95RZpSKBbIvRYtT/rmEZjM8nyuj/Md3XiJHyVsfwD0nH+CLmtxdQvpS8wMP7cw/5Z0/u7FafdNJJX7dOBdfvWbqhM388p6lqskR1Jm4BDDVo5cORZE2tfDnpIUE3BIOJCoruD23H5Oy7c+Ut6uJKjubqh0p03ps7dcdB4E98sn1CmVW4vkvbNORJwexiymgxxrBUtI49sJGX7+COx+clhNZ3YWQrsbqRne3aX8zzZrp2P2o7qqmaW8XjUW7gcvZ8SXbIaJpGjcTe60y9r2gbYTkm8a7BtmzFSisqDMvEG6gcRtcPSPaJwklUjSpgHcWYOvv2TL02nZcKwBm4vPnNG2SrKPZIMC2D8XKkIpJ05bmqiwqhaXhjjzIvuXqxoqn26KYi9FdFxezpHKuxaJt3761pm0yfzDlsD8wez3CH3kdzIO+TYanr/XqnVbaSum5v8NBOul8nv9ZJJ/1h6lRw/UzSTQPDMIg3MdHmgOXYDMYDDNPoPD0PG620Tcv65Zq6qLBcSwX5vtowOhupb97H+72HPv5QOYHLYRXeNNXnJZZj3hmsbJgGi+dL4l1MvIsQhs3yu/P+3xZpgTceYNomo+VIQUmPwda6YHoxReiCw+rAYR12uY0auqECm7/ElttwPmT1YtU/3rpS3Kv52ZgszqjSEs1QHb/j/Zm2ibn4tOJDSomsW0RHI5dSKtSCUJAy2baIbmzbNi2v//Z1B5MVpGGKvo0YLydUZYWGhu3bmJZJmalg8KaouyxL1YE8e64YWMk26onjwVT51Xavt7iBSxomrF6sMB2Diz+5wDB0os0BJH1RJKWkyNX4cjgffdZrfPQobl9tyOK8+xmMl+N7C9uT7pdKgsj7Tcn7llZOOumkn1+n/50/k8qsYP1qhTt0SfYxaZQS7SJGixHzJ/MHwyKzOKMqKlz/HWVd7w7PwXjwxWNWTMtk8njG/s2u73QJXcXeROsIx7cxHevG2MMwDcZnY1zfZf1yhWxbqrzksI2oyxoncGnqhmAa4PouZVaiaSomSDfUaO+wDnH8d76xuqzZvd5y9nz52SMW27M5+3bBYRX1lHRv6PH2H94SXqnlAduzGYx8xsvxnayzD0nTNJzAoUxLnMAhizK1eVa12K5NU7eMui5PtI/xArcHs5q2yfbtjnB1wJ8o0Ky8UoVKskuYnk9p21ZFHHVbhHmcM1qMbo1bVy8UfNYZOBRJwfzZHNlI6qp5N16WUiE74hxNA3/kMVyMP/oc27YDpLYSwzbu7ISZlsnZt0vKXP070za+yDbfL03hKiRaHxBCLa2EK+5dWjnppJN+fp0+5X4mhasDhmng+iqCQzGUKpyBeyeI9GOq8vIWsFOxpdRY7KfItfMCD8dzFG08zog2EekhQdM0DusQfxYwWtxe9bc9m7Nvluwud3z/b15Q1w2ub/Pqr14SzkOe/PkTTMu89W09i7Pe6H2UYRnkcU5d1DeK1Lqs+wxI27U++UC3XJv5s3eg1jd//4Z0n/RQzyovKYuu8AucB3fWhosR6xcrDMvEshsOm5CqqrAbi9FirqCmeUVd1gyuhWjXleJWGYbRG8uPIdeyabG6uKTj+9w2Lc0dlPO2bSmysi/Mq7Ib7emqyxjMAgzLoEgLzp8taBu1wfopY9u6rFm/XFFX7+43mPoM77gGNKF9VuTNL11lVnJYH3D9T1taOemkk35+nQqun0llVvQHjm7ouIGr4Il3GLQ/RaZlEtfJjZ9JKdFQgMufSkIXmLbJ+uXqBspBSkm8ifAC985RkemYHFYHZf4+G6niSkK0Dtn+4LF8vvzkxyBReIQyL4m3MeFqT94BXg3TRNM+/M2/bVqyKFPEdcvEG3oYlkF6SFXBId6R6k3HUjwyx6ZI8g8WXFmUqQDhqsHzHfzpEF3X8We+ijQyBP4kYLgYUcQl4fpA07YKybG8iRSoy0p1ja7hMI7GeN02qfISYehkB5VnKNuGxbPbr6GmaQhD9KNg0zJo6xY0tSAAnW+te14PObh3b7ZIKfti7giHtQd/mLiHr1lFmqPrdy+tVEV1KmZPOukr1Olr0M8kyzFpqpsdCHXQ/TgzshO46LpQYxopFTYgKfCO+W4/oaqiA7peO5yPcTp3FZBSSrZvtrz5+zfUdUO0OSg/WNti2lY3vrttyHd9NXK8/ndVUanMuqZh9btLkjAm2acgJdn/3967hVjW7utdv3ecxzwfq6qP39drrZi4ExVlE5RcKDkRdSei4oXiAbzIjYEEDGLceJcbEdQLBd14IxgQQTcBg2wT8EpQNNl7a1Z2Etbaa3197qp5HmOO83hfL95Zs2t2VXVXd9e53x8s1tdV1XO+NUd1jWf+D8+zTHE9B9d3mb+ebas1J6mrmqPnR8zfzCjTgnga8e4X7yjSHFnV59pLyFqCEJRFSTSLiGYR5SakG/Q2ojb3VLiedtN/87M3vPz7L5m+nLJeromOVggE3VGPgx/v0+q3CFsh+8/26R/0tEfX5ntVUlHl1amNUqUUjW6Dqqh5+/vviKYRZZZT15L1Kt4Ga5+8Lp1hmyzJkVLS6DYp82Lzs9LcDs87gcu7X7zj1T94yeT55NTjHD/3MVVZkae7YdVCaMPOZHn21qnhK9gkI5z6MOqsnRWDwXALMBWuG6I17DB5MUEIPUBflxVFXjJ6Mvqix7Mdm9F3Y5aHS237IASdYYfW8HKtJc5CCP2L/kP0Nt1pwZInOaujJa7v6ABt26IqK9bL9cbx/mzDUr/h0xl3mb+Zk60zijTD9X0e/cFHrI5W2K6DKips29p6jiXLNZ1xlyIrtkHSJ0mWa8qifF/98rWIW7xb0BrorEDbee+3dSzabNdG1YrD33+73cpcygXdvS7NfovV4ZKgGbw3bw193v3iBVVe0uw3iRdrLZDzgjROaXYbeA2P2espRVpoP7DAIVvnOttQKVqbdt8x8VxbTChgPYtxXItWr40buHiBt4lSWjF6OtpeD6UUzV4LJSHfYMmdAAAgAElEQVSarrRJ6aCFJXTIt3BtGt0G61mEF3j4DZ+qKDl6frgNotbXT9tEOL6r/bZ893zHhzN+Ns78OqW226mfmseTtSSNU7J1huu6hN3wizcn7yJh6/TSSpmXWK6D69/dmCSD4T5jBNcNEbZCRo9HrCYr0jjTPkuPR6cMNj8H19OPcRGX9cvE9T0cb3fVv65qEBC0T7eSkmWCH/pb13gr9HFchyIrSeqEJ3/46bnP1ew19VZn5dDsDbFtm8W7GXlS0j/oURUVavNt68c8rsyc/VqkUYq3mZuaH85JlgmO6+CFHu1xh7AdUpe6WpTGGUpKOqMOvQc9lu+WeCdsKZTULvmO756q+GXrjHgea2EV+rjrnCIrsd2SLM4IWgHLtzrrsrvX3SwUVHTGbRrtpvYDS3Pmr2eUeaWXDSYrxk/H+A0dr0Mt4MRslOu7uq05X3H0w4T1MsFveHRGXQYPBjT7TVQtt9EwxxWTt7//VsfSOO8d6pVSRPOIZrfJ0Q+H2sR348Y/eTnZLHrsGusqpSjzit7+p/251os1q8mKuqpxPYfOXvfcfwvHG7lFVuC4NnmcEc1WjJ6Mv5lWmuM59B8OWLyeby1kbFdbzhjbCIPhdmIE1w0StvXAvJTys5zRP8VlPtZFEJZg8Hi4s+pvWYLBo+GZ7UyFrmIMHw1598t3m209QZbmPP5DTxg9PL/Kl6x07mFn/N6ewPFslkcryqKFG3raMUIq6rreBPzu+nidxHZs4nms22ZZjut7ZEVGukqZvZqx/2yfRrdJGrWQlSRoh/gNn9XRkmi6otVv4zcCrI2Bq0APjwvYua5ZnCEssc1DdEOPIi/J1hlhOySLtRFu40SlxnIs1vM17WEHy9JZlf6PH2zjoPaawdbN3PUc6kqSLhOanYY2Yt0ERL/4exFVWeEHPmVeMXs9oyxKHvzoYGeZ4NiOoi5rvA+sPWzHpkgL6lKHVDueQ11LylTPDE1eTth/ts/05ZQ0Srdh4O1Baye/8yzWizWz1zP8hrdptetIpfF3e2cKqHSVUGyc8I+py4r5mxn7PzrYeaMhpaQuaoQtrry1fpJj8XqVb3oa7QbBT/TSihD6jY8RWwbD7cUIrlvAdQukq8D1XPae7VNmJUopXN89d+C62WlytEgI2wGP/pFHZFFKGmc86DR48itPz7xpVGXFeh5z+ItDLVwce1tJsWyLoBWSxSmNToPOsMPicEmZFXT3OlRFxfDx6MzzhN0Gz3/6XDuwb0xiVaawXIssSinSnEanuY1PKTPdXsvTnDKvNpuZCd39HlVesjhcanHTCEiilLAZbEOm/YYPm2vthz5FlrOaRFiOzXoWI4SgPexsKkMlKKiqWgtGz9p+r/7GJuPkvTzsNFgeLnUAuAK1WQSo6xolFWFLf2+6UlZQpAVJlNIe7GYdCkt/zcnIItDzhX4rIIuyrXHp4u0CqRSWEESTpTaC/W6PNEoo8xIv8Gn0Gh8VHXqwfoW/2bKEjUedVETT6GzBFaenvN5s16GMM6pNnJGSiqooWR6ttm3goB3Q3+9fycbuMVVZ6ar1MkFYFq1Bi9agdWX/xs9LgjAYDLcPI7gMl4YQ4kL5cX7Tpz1oEc/jjQhw6O71GDwabN6t60rQ1murrDj65SFKKmzPJlnoG3rvoIcXeHozrhnQGXeJ5zEK6B30aHQahO0QL/DOD4V2XR0cvs4oC73EEDS1h1hd1pR5tfP1i8OFzkzstVgv1yglKfKaw1+8I08LXMfGDXvkWU5dVBR2CZSE3QZ+M0DWNXlagADHcdh/ts/oyZgsyijTgqqsmL+Zo5TctuQGBwPcwa7ACFsh0Wy1FQ9BM6Dq6Tm4Is2xHIv2qIOaQF0mu9tslkDW9SYs/PQ17I66TF9N8UIX27GpigopJe1+W4d85wXRNMJyLFzHpi5rmr0m6SqhKkqqzeu4XiQkq4TBo8G5IkcpdW5FrTzjfLDJg/zgc0rpiub0xXRjWFuxfLdg8HBAo6vFchZnLFgwfDQ883G/FllLJs+PkLXUiQmbQPeqrBg8GFzJcxoMhruDEVyGa0cIQe+gT6PXpMxKbVOwccZXUgsNL/AYPBzieI4WUUrhN31szyFPCpSSRLOI/n6fbJ3TGbVpD9u0Bq0LD16DjsJpdJrISlsuWI6NZQldqYOdSoqsJUWS4/oOi3cLVK1YziLWizVFXtA/6ON2QqYvproFl5f0xhaDR0OavSbTV1OKRNuBlEWJ02+x/6MDvMBjJVb84pfvWM/jrU2I7dq0Bm3e/Pw1nUgbmB6HYTf7TZLVWsdDubpt6ngOP/6nfozjuViWXkSIZ7E27D8ZlSQVjhDnOrs3urolGU1XFEmO1wwYPBriBnpA/s3PXpMlOY1WSFXqMOresKcDzV9F7H2/t33ts3XG8mh5ruCwLAsvcLeh3MdURYXfOttKQgd5r5GuHhhXSpGt8+38WNgKNhFKHtEsxgs8HN/Bb/i66ldWV2K0mq1TbR67ObcQYuPmn9Aetr+poX6DwXAaI7gMN4YXeHqbrqh494u3uL6L7egKWZEVzF5PGX+3RxZn25ux49r0D3rEs5j1IqbRbW5DnEHf5IR98TkWx3Vo9ptkcUpVVni2RV1KsjRn7+l4Z6tRCL2LOT9cgFQ0Og2UVJSFrrYMHvSpypr56xl+O8DztJBYHi1xPJvRkxFZnJGnOY7r0GiH2K42GV1OlvT2uhRJrrcOV2u6ox5lWpBlOY5jU2UV8TRi9N0Y13MZf7dHskoo1jlBK9DRSCdu6q7v0uw1ydb6Od1NXmVd1DQO+h91JD+eLzx1zUKPve/3WC/XWiT5Dp1RR4vGoxVu6O4IXb/hky4T5F7v3Cpjd6/H0Q9H23DyqiiRilPtzvdn8Bk8HLB4t0BKhUDhhT5y42EGWhxbjoWSiizJaW0qpnq2TnEVTcUyr7ah3x8iKwlmedBg+KYxguuOIqUE9XnGlLeRerPlFs0iWr3W1jzVCzzSzSC56zmUebmzNdfd6xK2Qx785OEnXwOlFGVWUBU1lmPhh7uB3f39vo5GebMgjVOEBQ9+8oDRB3NfwtIVi8nzI9obu408zfUWn1QsDpcbP66CLM5o9JooBbbnEE3j7SxY4wMvrXgW4XoOyrVp9VvaMV/BcrIk7DTwAw/bcwiavq4iTSIGD3Wbrj1owznCBKB/0Md2bWavZmRRgu27PPzRAb2PCKBPEbYbOponeW/eq4VntRW+29dMnGUYsouOVNojmmsvs7Ad0uy3z8zkPKbRbeooqKLGsgV1LTn65eH2817okcUZtmOhpJ7hqit9/a9qeN71Xepq1+tNmw+rramswWD4djGC644ha8lqumI9X6OUDrnu7nc/enO6rZR5ydEPh6wXCVVWsZqucFYOvf3edihcSUVr0Oboh8NtPqSUkizJ6e1/WjRIKZm/mZOuUv146I2+0ZPRtq1kOzbjx2MtvKTCcZ1zt72avSZhu0GR6aH2uqppdBrk64w0SnXEkOtSFiVKaWPRZJl89IZblTWWbek2qCVQUukYobSk1bepy+p9WHbgkkYJ8OmZICkl6SohX+c0u03GT8e0+q1L2WTrH/SZvpqSxinaNw32vt+jTHdnq469zy4iipFqY5jrXEgMWpaFFeivE7ZE2O/90oJGQBZkRPOIoN3QJrJSMXg8vLJNvqAVbIWeF+rZwiItaA3a17ohaTAYbifmt8AdY/F2ThKlBA1dpSmygsnzI/ae7V/p9tVVsHy31APogxZFVuCHHmVWkkZ621AgttuOg8dDlodLyqxEWILeXo9W/9OmrukyIV0lBM1ge6PNk5zl0YrBw13RcpGbohd6tEdtHRCNIOw0mL2e4IUeju+RxxlFXtJohziejhWqywrHPn1tlFKkcUoepSSrhPa4Q3vYZnW01I766Mpcs6czFauy2kTzfPo6K6W2QtMLXUCxeLegKkr6m3mqerMBeTKD8aLYjs346VinDEiF42mROns9ex/KvWkRdve7H32sZLlm+mqG62uhFc1WJKs14+/2Tp3r2LbCcqydz1mWRf9Bn9mrqTYAtQRew+eg18Bv6nm4RqdxpW9MLMti+HhEPI9JlgmWbdF/MDhV0TQYDN8mRnDdIcqiJFklO7M1XqDfUWdxtr0x3wV0lSojbAXbeJpklWAJiKYRtusweDDYVjoa7QZhK0TWUoudC67ZT1/NiBcRq2mE57s0+y280CNdJcj9HlVRkiwTpFQbV/WKNEqwHYtmv0XY3rU1OHljl2gPsLqSOK6L3/AI+01UrWi2Q+paUqR6Jqs5OC0Ol+8WRPMYJ3CRS8XR8yNa/RatQZs8zekfDFlNVzrnMU5RClCKx7/y5KPfc5mVzF5PePvzd4TdEGE1CZoBoWOzXqxp9lqkUUI0i7UdrID2oKOF5Gf4RgkhtjN40SwiX+c4nt44RWhR9qnqlpSSxbsFQfO9gazt2KTrTIvQTbtUKW0TEU20s74448w6FumANE6RtSTY+JRdlwHw8dm74y7d8cdFpsFg+PYwgusOISt5ZjvEsi2q4uwV+tuKQGAJsTUHbQ9aBM2AZBljuy77z/ZPVSOEEJ9ViVkv1iw3EUJ6vqZm/nZO/6AHQDSPWB2tcBwbpeD1P3yF4zr0H/aRUjF9NaM7qumMOzuPe/LGrqQi7DSIJisc18FxHBxX+25laUbYaeB4Lq2+3p7MU93aQkE8XxO2AoQQjJ+ON67wMb39Pgc/eUBVVKwXEZUEhUBY4Lha4JxHWZQc/nBIkea44WYW7HCBGm+c24VgNVlu3e2PDUqXRwts1/5s0V4VFYe/fAdo9/MizUlXKaOnowsFVstKIjct1JO4rkOxzrfzackyYXm0JNxUKo/PbDliZ27M8Zxzh+0NBoPhJjGC6w7heI42tVRq5117XdW4F/C/uk0IS9AatlkdrQha/jbo2GsEDB8Pv7r1o5RiNVnRGbe38262Y6OkZHm4ZPhkRDSJtjfwbJ1h2Xo+TNZ62812bFbTFc1+85TQczyHVq+1dXQv04K6quk/6DN/N6eqarp7fYJmQP/hACUVh8/fUeQlltDPV1UVQUsPnVu2RbPXxHIsGt0Gruduzt/FdhxkVSMcC8sSpJGu4BSZ9sMqi5KgEdAetFkv1wgBfjMgjbPNLJxgPV9rAaTU+5b05mdICB0HFE1Xny244lkEsB2etx2byq5YHi4Jnn1acFm2pZMBzviZDk7YQkTTFX743kl9e+ZZfGpQ32AwGG4jRnDdIWzHpjPssDxa4gXuZoarxGv4F6om3DZagxaylqwXMbpfJuh9JEPvc1BSUVc1zW4TWdWkUaarOccBzR09SH18A6/yEtsRSMnGJd3b5FHqKs5JwZXGKfM3c8pcu8d3x13GT8fE85g0Shk91pl+QSvYmq4e/XCIlJKwFZAnuba9eDPH9V06w8620lRkJfEsoi4ryrTcDJHrQfLt96Z0xNH87RzPd/E8lzzJSKNEu/B7DsLS23hlVuIGDmVRa5f4hk+Z5acqSpZlnWmE+imydXZKHDuuQxZnO8HK53E8wxdNI/ymr89RVLrNfEL8yVrhuNapv3ueOerXkCc5q8mKsijxQ4/2sHNmLJTh61FSzzGmsY73anSaxjnfcG8xguuO0R61cXxHGz9KSXevS7PbvJPxQJZl0dvv0R60qGuJ4356O+1YoCWrFMvizDkr0BU0x7WRtaQz6tLoNLVJZ1HRGm1MKE/4Fdiug6zV9lygqy5KsiO21ss1v/zdX+iKmWWRrRLSOOXgRwd093p6fukDqrIiT4utIed6meA4No5jc/SLI1DQHraZvZptlgd8yny1saiw6J2YB6qKCtd3iGcRfvg+DscLPIq0oMgLBNqrqrffJZ6vSaOEqqoJew16ez2WR0vyON0xPi2yYuvI/jm4vo75OXndjj2wLroN2Bl1EZZFPIuQUuEFLuOn4x1PsUYnIFmlOzdjbSFxuQPpaZwyfTHB8Rw8z6VIC45+OGTvu31t12G4NJRSzN/OWC/W24D0eL7e/E4wVUvD/cMIrjuGEOJML6e7jO062Be4lympmL6ckqc5XuBu56zaw5LeB0JHCEF3r8f05URvOjoWqtSZgLZtgwVeoG+oXujhNXzUZEldS9zA1ZYKUYZAMHk50QapvSYv/94LgG0Vrior0uWaxdsF4U/OqcwpdKh1WZGsUoKGBwjaow5lWhAdraiKkrqs2Pt+H8c9zhS0mb9ZkKxSHM9G1gohYPBoyOTFhPDDypLnUEs9E1XmpW579ps4nk3vQZ/OQM+idYYdjtYZ6TrD2UTzWI5Na9jhczll2VFLsnVO/0HvwsPqwhJ0Rh3agzZKnZ7nAmgNO6Rxvj1zkelNxPbo62/MJ9uZq6MVXuBuLUO8wNOt21l0aqvV8HUUaUGyTHZ+l7mejkM6TlQwGO4TRnAZ7gx5kpOn+TY6BXT1aT2LaPVbp2wdwnbI6OmYaBqxXsZkcU7YDIhnsZ796TWprIo0zgDteG45ts5P3Jil+g0fyxJURcnbn79hNY0YPHgv7hzX2bQsk1NzSNuv8RztnxWn29ap0sN4jL8bU1c6e9AZOluxBToQvNVv0dvrIaUWRY12iLWxcfgwYLoqKxrtBq1Bi9VkRb7OcDyX0ZPxzk3N8Rz2vt8nWSVUeYkbuITtL7vB+Q2f4eMRy8OFzsG0LPoPejR7n7bs+BBhCbQX/Gkc12Hv+z1WkxWTFxNAb5Uu3y7oPeh/kc9Vslyzmqx0MHcjoDVsUeblzs/X8XPnSf7Zj2/4OHlyurWtFyLYMTo2GO4LRnAZ7gxFVmB90KYSQqCE0DEzH9x0i7Qgi1IQehuuv9/bRgQpqdsXe8/26FkWio3h6WZzMp7HrI5W25vvcYhzVRSUebUzt1TXEtu134dtFxXxItY5hIFLs9em/2BA9rPXFJvgapQWhMdGmW7oUZ+xfSgsQdgJd3IGAbrjDtNXM/yGtz1bXdW0Bi1sx96x1DiLrUv9JRC2Q4JWoPMahbgyY1EhBFmc0h60tq9/kRZMX0zY+37/s543nkfM3y7wQ2/bFp28OEIIcUrI1lWNZ9qJl45tW0h5dg7BXU/QMBjOwgguw53B8eyzf0ErdJvwBMlyzez1TIuRsmY1WaFqSXevt3V0tyxBvs5of9BKsyyLMilwPxA5XujhBT5Foc1XHcemLCuqvKJ/MNBGonXN5IejzXkd0ihjvUwYPx3z6A8+RghBmRWEnca2XWV7Dt1xl8nzo51B8zzJCZr+KbEFOtqmKiqmLyeUZU2r36R/0Gd5uKRIc1A6hLr7FRE+n8PnZlh+CXmSU5eSsP2+AuWFOgKq2FQjL4KSitUkImi89/7S8UwShKBIc7zQPyGy6zvfTpRSUqSFDob33SsJ7/5cgnaIdbTcCS7Pkxwv8O5kcobB8Clu/l+dwXBBgmaI7awo0mKbN5ilOrj55ECzrLWZ5nEuI6LEC33ytNi5MSuUdtA8Aydwdcj0CbFj2ZZeWnAdyqwgTTIsJeju94imK6LpimSV4PgunU31yHZsyrxkebRi/HTMwz/wkMXhgjTKyNYZfujTPejheq4OZH67QCotKv3Qp3/QP/N88SJmNYnwGj4eUOUVb3/+lmZPm5wqpUhWKXUlGT0ZXcbLfy3UVa2rgErhhd6OMJB1jThLOyqls0UviJQSdcYG5fFzdfd7REcr0jjDDz3G3413FgzuGkVWMH052cl57B30aH1B2/cysR2b0ZMx8zezbVs/aAb0Dy4+/2cw3CWM4LpmijRnvVwjS0nQDgnboSmfXxDLthg/HbM4WpBHGQhBq9+i80GF6thW4Ph1dTwHe5Ozl6c6cFlKiVKca6fR6DaIZ5EOz/b1EH2+ztn/fh+/GZAsExQKWUnSON3aPyzfLSiSkrAZbN+lu75LGmcoqbBdh+Gj0XZu62TrqtFtErRCqkLPQp33Lr8uKxZvF/hNb7tRmSwTHQC+cbQXQhA0fdIo3VhD3P6KQRqnzF7NUFLqG66A/sFguz3p+jqf8OSsnFJaNJ/caDwPKaU2DxYCy7FOz8AVFY1ek0a7QaPdOHcm7y6hpGL6aoplWXgtbW0hpWTxZo4f+Df+c+GFHnvP9rexVSZz0nCfMT/d14huc82xXQvLspi/nZMs1wyfjO6krcNN4HgOo0cjHfFzzryQZVuoE51HyxJ097ocPj+izN8PyfcP+ueKGtdzGT/dY3m4II0zLEvQGXdpD3SOYtDUM0tvfvaa8ER8jRf6FGlOskrpjvVj11WtZ7xOnPW8gWDLtj5ZTdHB2WrnZ0YqhW1bVPkHs2yW+Kzqz01RVzWzV1Nc392+NrKWzN5s5tRcBy/0aHabxIv1tt1bFhXdUffMtutJopmOBZJSYQmBEzjk60y3Dm1bh43DTtXnrostgDIvkGWFd8LbzrL0759snd644AI2psc3fw6D4aoxguuaOM6M8xveTuXlOCev0bk7OYi3gY9VBR3PIWgFumW3cVS3bIvBQZ/eQR/btbdO8h/DCz3G3+2dK+50lWzXxqDZa5CuU90WQ4uGPCkudQZIWLr6cxLXd6kqufNxvQnJzubjbaXICpTaFaLbWba0oLERkb2DPkE7JFkmIPSfPzW7layS93mNlqVzPNc5jW4LWVUUWUnQCmgP258UbncRddbmp2DnTYnBYLh67t9vl1tKXdRnZsY5nkO+zo3gumT6B32W7xbargGB7dqMv9u70GB1VVQkq2QbmRO2w3MraR/aM3ihr93ta0kWZwhb2yR8ianoeej2pU1Vvq9m2bZF0PCpy5q6rLQXV1HRHXdvxYD0ZSGEIGyFn5VGEE0j/MDdVgQty8IP9cLCgx8/uKqj3goc38Wyd9unSqltuLfBYLg+7s9v4lvO8QbXh3MhspL36oZ4W7Adm8GjIXXZRar3lg+fokhzjp4f6XBtxyJdpawXMaMnY21BwftWnhB6YP7YmdzatPTClvb/smzdurlsmwTLthg9HjF9NSXNs+3Hvv8nniGrWg/uOxa9/T5+8+qGvZVUZElGtslsDDvhF7eGdJQSO8JA1roV6n9lTmhdnrZ1sGyLMivvxZzWx7Asi+GjIdOXE4q02EZIdcZdvDuWv2ow3HXMnf6acFyHRjskid8HB9dlhUIRdr4+O9BwNrbrcNGGmo4aWeC4zra15Pou61XCm5+/gU1weNgO6O71cFyHsBWy9/0e0Tymyiv8VkDYCbEd+8LLEEoq4kVMPI9RStHsNmn1Wx9teXqhx8GPDihz3YpzT1Rwmv2r3z5TUjF9Pd2ILQtVK6LJksHj0RdlYR4L5Nmr2VYYIGDwYPBZb0jqqiZPcpTUxqiO5xC0g1NRRmWu24j3WWwd4zd89n90QJHkOjopNLYLBsNNYATXNdI76MOh0PMn6Nma0ZOxGRi9JchaUm1uxCfJooQyr9j/fh8EFEnO5PkRe9/vb4fc+57L4nBBskzI4hQUdPa6FzIXXbybs16s8UIdmB1PI/J1zujpx5cphCVuzK4gXadkUUrYfi+u6qpm8XZO8KPg3KpeXdXvb/wNb+dnP2yFHPz44L0tRMP/LLfx7ZajUuigTL0s0R62yaOUbJ3huA51WYOAzomMyvuOrkDenzgwg+EuYgTXNWLZFoMHA7rj7sYiwP4m3mHfFU5aDZx0jc/XOY1+aysivNAnjbWP1nFkzmq6Il0mBE1dvVRSsXi7wPXdj87KlHnJepHsCJegFWgzz6Q4Jf5uirIoqct6W/3L4+zUgLm9yTisiurM7bc8yZm8nKDqzXC/ei+ITj7GydfioshaMn89w/Wd97NKUrF8tyRoBuw922e9TCjSnLDdoNFrGAsCg8FwrZjfODeAyQi7nVi2RbPfIp5F23aTjsyRNNq71QHL0i1h0NuK63mMvxFboKtPru8Qz+KPCq66qk9tHB4/fpnfvOA63q5NFmuwBCho9ZoIS2xnrD7krOqWlJLpqymu94EgOtSC6GvtCYqsQEq1829LJwpAvs5pDVp0Rp8fzm0wGAyXhRFchjuDrCXxLCZexKC0BUN72LlU49jOqIOSkmSVoBQoKWkPW7j+7j8VKRVuoIeOlVRo/02x8/kiy4lmEY7v0Gg3zhxS/jCS6P3flzi3YM5mPY9JTlTglFI6+LvfQtZqN4ponRM0gzOtFcqsRNYS+8RrcByvdNIPStbaauPS3pScHyZgMBgM14oRXIY7gVKK2ZsZWZzhN/RNO56vydOC8ZPxpW0CWrZF/8GAzqiDrHXbdzXRsT1+6OmsvazEDz38zfyU7dj4oXfClV6xOloQz2I6ow7pMiGeRgweDmh0d+0/3MAlbIekq2RbISuSAtf3LpwNeJVEs3j7eoMWlX7DI08yBo8HLN7Mt4IzaPn0H5wdRXQex/FKdVWzPFqSbvy1vNCnt9+78HC3F2p/u7qstkP2ugKn8I39gcFguAUYwWW4E5RZSRZlO8HFQVPPUuVpfumeQrbrYG/u9d29rt5WXMRIqeiOOzR7rR2R193vMXl+RLbOKfOCaBrT7DdpDdpYtrXNdwxap6Oc+g+04308i1FK0uw2aI+6tyJ9QEm5/T6LrCCLM+q6xnJs9p8dEPwkoCoqLMv6qGmoG7ibIPH33mFSSpTUW3SzVzOKLN+KzjIvmbw4Yv/ZwYUqmJZlMXo8ZPJiQpGXgEAI6D8Y3EszU4PBcPcwv4kMd4LzZp2EYDtLdVUIIWj2mjR755vTeoHH/rN9kijl8JeHuIGL49jbAXLLtlBSUZUVnr3bWrQsi86oo9uZn+kLJaVkvVizXqwBtue8LLHW7DY2Idg10TTS/lVFiee7zN/O6D8Y4AWf9nM69oOavJxQZum2z3dcEcvTbMdO4jh/MltfPIXBC30Ofvxg41qvLpQmYDAYDNeFEVyGO8F5N06lwLklthq26yA2w/SykuRpQRpnhO2Q9rCNgk8KoYuILR0XlCOlJJ7HlGmxnQ9bvltQpDpK6DI2YHOM+NEAABKNSURBVNvDDmmUMXulMw2llASNgO5+j2SZ0Oy1Ltz6PPYO+1AQZesMcYaa1osJ9Wed17It46BuMBhuJUZwGe4EbuBqu4Qo1Td4oTP2/NC/UIXlOqirmuW7Be1Re+uY7ngOSZQgLEFr8PVZfUVaMH1xRC0VZV6wfLek/3CwFaR6HiylHJSX4iRuuw69gz5JlOB4Lo5r44U+lqXzKfMk/6xZs7MEkX5N1OkUhhOLCQaDwXDXMYLLcCcQQjB4MCAO3m8ptgdt2oP2pUfnfCllXqIAz/fojLvE04i6kNS5Fl/9g88bKK+rmjIvsSxLb/EpmL6eYrk2nusghK4axfMY/6R7uNi0Li8pusV2bfxGQPiBRYWUCvsSNkQd16E97LI8WuoIHgFlVhG0g+1igsFgMNx1jOAy3Bks+/2s023EsgRCKQCCho8feNS1jpoZPBx+1jxRNItYHS1RoF3XA4/WoK1zATfC53iY3LZ0pen9Rp+41Nkl13fxQm+nmqUH5QXBF5iUnkV71MYNXdbzNUoq+g/ahJ2zQ8MNBoPhLmIEl8HwAUoq1suYeBYjlaLRadAetD8pYtzAw/FciqzQYcyWQEiB7ToEnxEiXaQ5i3cLwub7iJwiLVgcLnafz3dxA5c0SglUiFKKPMnxQu9S26xCCIYPB8zfLkhjHZbteg6jJ6NLE3ZCCMJW+EU5jAaDwXAXMILLYPiA5dGSaBrhNzxsS7Cex+TrnPHT8UctCoQQDB+PmL2eksYpx5Wm0ePRZwUwJ6sEx7F3qjte6JFGGQhdXXI8ByEE3VGXqtBbmnlS0Ow2aY86l14Zsl0tsOqyQiqF4zp3MpZKSUWe5pRZge3aBM3TNh0Gg8FwFRjBZbgUlFS3tv1TFiXpxtogaAUEjfPDlauyIp7HhO1gKyiCZkAaZczfzZFlRVnox2kP26eCxx3PYfzdHlVRoZTC9dzPfl2UVGdaYCAU/QcDVkdL0ijdnE/x+A89odVv6S+54mtguw531WhB1pLZ6ynZOseyxCYKaMX46dh4dRkMhivH/JYxfBVpnBJNVhRZiePadPa6p3IHb5I0Tpm9miIQCFtXq4J2yODh4EyLhmMbgg+rN3mWEy9i+gc9PN8lj1OyKGXv2f6pEGQhxIUd0s8ibDeIF2tc/0SI9sYwtNFpELZCba0glfb7uoYQ5jzJSVcJUuoWq9/wb63APo/1ck22sek4psh0q3b0eHSDJzMYDN8CRnAZvpg8yZm+mOD6LmEroK5qZi+n8JhbIbqUVCzeLnB99/2sUQDJKiXrZDQ6p8+4DVY+YVEgpWI9i+kf9Lfixgt9snVGskjojPUQf1mUyErinAho/hL8pk+r12S9WGuXeqmwLMHoyQghtHC8Tq+paBaxeLfYtjnXyzWtXpPeQf/EayRRUmHZ1q1tNaarRG9BnsD1XbI428mE/BRlUbJerMnXOV7o0uq1vzp822Aw3H+M4DIA2oIg2VQALNemdQFDy2ga4XjOth1jOzZe6LE6XN4KwVWVFXVV4QW7g9iu7xDNIuqy2mQABtshc8dzaHYbrBcJfkMPvqdxirAEQfu0f1Se5rpV9WZGFmWIzT27M+rSHra/6NxCCHoHfRrdJkWaY9k2QSu4Edf0uqpZHi53Bvgdz2G9WNPoNrUtxSwimkYoqbMnu/u9Wzn8LoSFlKeNVD9HHpZ5ydEPh4B+HbIoI1kmjJ+O8YyFhcFg+AhGcBmoq5rJ8yPKssLzHIqk4miZMHg4pNE9XzgVeYH7weyL7dgUeXkrZrr0858+Q7JcU+YVdV6BgNXRku5el/ZQV6q6+z0czyGaxSgpafaaZ96U67ImaAYsDxfk63yb86ikYvFuoc1av7ASpUOi/RsPsC7zEti9lkJo09MizSnSnOXhEr/pY1kWdVUzfTFl7/u9S/MBuyya/SbTV1Ns195W4fIkp9lrXLi6Fc0ihBDb7812bMq8ZHm4Yvzd+MrObjAY7j5GcBlIVgllUW2NLW0XaqdmebggbJ/vheSHHkVa7FgQVGWF53/+oPhV4LgOQTsgi7Ot8CnzktU0Yu/7va2pplKK5dGKoB3iei6WZdEedmgP32cber7H4t0Cv+Fh2dZmKB6CdsjkhyP8E7YPwhK4vqPnxe54zMx5UURK6tdlNVltxRZoAWK7NfE8ZhAOrvOon+Q4Yimexeh1A0XQDGiPuhd+jGyd4fq7vzaPcx9vw5sMg8FwezGCy0Cxzs+uVGUldVWfu8HVHnY4+uGQIitwPIe6rKmKiuGT2zOA3N/vM1dz0jhDoIek28P2joP58bZfkRSntg6PKyGtQQvLtlhNV5RZid8IGDzqbNp8pwOnhSWQtbri7+7qcQMXL9gI601VpyorhCXwGr6e2/pAlNmOTVWUN3HcjyKEoLfXo9VrUZUVlm3h+u5nzZy5rousaizv/fdcV7WumhmxZTAYPoIRXAZsX88inRRWurLDR1stXuAx/m6PaLoiTws8z6P/YHDjbbCTHPtgVUWFlJKqrJi9mp3+QvXx71UIQbPXpNlrnsr8cwOfMi93NhPLrKR/0LrU7+UmEEIweDRk8Wa+NT11XJvRk7FeRnDtbW7kMWVe0h7czjQAYGfu8HNpj9ocPT9CWNpjTdY6pHzw4HZV8wwGw+3DCK47SF3VSCmxHfvcls/n0Ow2Wc/jrfWAkopsndMatj452+IFHsNHt6eidR7HN1jHdbBta/u9gn49Ldu68MzRhxWR3kGPyfMj0nWGbVnUtdTZg2dsQd5FHNdh9HSs26jsmp5293tMX0ywXXs7z2TZFs3e/fjePyRoBgwfDlkeLSmzEmFb9B/0PzrraDAYDGAE151CScVysmQ91+HNwhJ093o0e82velzXdxk9GbN4tyCLtZt5e9iifUszC78Gy7YYPh4xfT0li1MUAsvRH/vSLUAv8Nh7ts96FlNVFc1uC6/hXYoYvk2cVRUKWyF73+8Tz2OqQle2mr3GZznr3zUa3QZhJ9RWEpZlWokGg+FC3N/fiveQaBoRTyOClnZB187Zs01EydcNZ/sNn73v95C13G6h3Ve80OPg2QFlXgDg+O5XiaMyL5m/mVFkJSioS0n/YX9nzuc+44XerRuQv2qEuNyAcIPBcP/5Nu4I9wAlFfE8wm/623aOHvp1iGfxpTzH8U3kPoutY4Ql8EIfL/S/SmzJWjJ5MUHWkrAVELYDZF3rj0l5iSc23CRVUVGkBbI219RgMHwZpsJ1R1BKbRzHd8WBZWvvI8PNUKQFdVntxMUc2wQUaXHnbSG+deqqZv5urk1tBQgE3f2vb+MbDIZvDyO47giWbeEFLlVR7czSlHm5New0XD9SynOtypWphnwxSimKtCBZJQgg3OQ3XjfLdwvyONt61MlaMn8zx/Ud4yxvMBg+i/vfO7pH9PZ7VGVFvs6pioo0zrAd27zbvkFczwUlUOq955ZSChQ4Jl/vi1lNVhz+8pAsTknjlKMfDlkdra71DHVVk0bJjtCzbAvbsUiWybWexWAw3H1MhesO4YU+e8/2SZYJVV7R6DVpdBpmePcGcQOX1rClcyVdfR2qoqYz7pwyUf0clFSUeYFSukX5LczVHVPmJdFkRdgOtvOKylespivCbvhVr+vnoKRCIc40tTVtfIPB8LkYwXXHcD2X7vjiUSQGXakosxKEtnC4bPHSHXcJmgFppKseYfvr2l9lXjJ9OdHh2ggsIeg97N+KQPDroMz1tTopdI7/u8rKaxNctmvjuDZ1We3YXFRFdS8tUwwGw9ViBJfhXpMsE+Zv57rNJ8ASgtGT0aXO3wghCJrBpQzIK6mYvZoCELT0IL6sJfNXU7wfeV/skH6XOHdrVCnENVb6hBD0HwyYvDiiLHQUUF3WBK1gZ0nCYDAYLsL9/+1t+Gapior529lOVasuKyYvpxz8+OBWGpOWeUlVlFuxBZvIISFI45T2oH2Dp7sevNDbutYfxyWVeYntOhdOA7gs/IbP/rMD0iihKmv8pk/QDG7lz47BYLjdGMFlOBcp5Z2+seTr7FRGou06FPnttWzQlbjTa49CCJS8+2HYF8GyLUaPx8zezLb5ja7vMnw4uJGfR8dzzCawwWD4aozgMpwiiRJWh0uqssL1PTqjzp1soSjFuZYNtxXXdxFC7ARCK6WQtSRofjs2BG7gsvf9HlVRgWAnv9FgMBjuIl/1dlEI8a8JIX4qhJBCiF898fE/JYT420KI/2/z/3/8649quA6SKGH6YoplW4StEIFi+nJCts5u+mifjd/0UYqdylBd1VhC4AXX25q6KJZt0X8woMxLsjgjT3LSOKM1bH9zvk9CCFzfxfVcI7YMBsOd52srXH8X+FeA/+aDj0+AP6uUei2E+CPAbwGPvvK5DNdANInwQ3dbXbFdB1fpj9/GFtzHcH2X7l6X5eESASh0t27waHirbRbCdsj+swOyOEMpid8Irn12yWAwGAyXy1cJLqXU7wGn3n0qpX77xB9/CgRCCF8plX/N8xmuFqUUVV4StHaFle3aFGl5Q6f6OtqDNkEroEgKEBA0/J0V/9uK4zm0Bq2bPobBYDAYLonruPP8q8Bvnye2hBB/HvjzAMP++BqOYzgPIXSg84fxQVVR4TXuboXF9dxr824yGAwGg+EsPim4hBB/Czg441O/rpT665/4u38Y+E+AP33e1yilfgP4DYAfPfkD38Ya1i2mM+5w9PwIpRS2Y1OVFbKWDB4Nb/poBoPBYDDcWT4puJRSf/JLHlgI8Rj4TeDfVkr9/Esew3D9+A2fve/2iKYriqzEbwS0Bq1bO2RuMBgMBsNd4EpaikKIHvA3gL+ilPo/ruI5DFeHF3oMH49u+hgGg8FgMNwbvtYW4l8WQrwE/hngbwghfmvzqb8A/AT4j4UQv7P5395XntVgMBgMBoPhTvK1W4q/iW4bfvjxvwr81a95bIPBYDAYDIb7wu01IzIYDAaDwWC4JxjBZTAYDAaDwXDFGMFlMBgMBoPBcMUYwWUwGAwGg8FwxRjBZTAYDAaDwXDFGMFlMBgMBoPBcMUYwWUwGAwGg8FwxRjBZTAYDAaDwXDFGMFlMBgMBoPBcMUYwWUwGAwGg8FwxRjBZTAYDAaDwXDFGMFlMBgMBoPBcMUYwWUwGAwGg8FwxQil1E2fYYsQ4gj44ZqebgRMrum5DDeDucb3G3N97z/mGt9/7vo1/k4pNb7IF94qwXWdCCH+H6XUr970OQxXh7nG9xtzfe8/5hrff76la2xaigaDwWAwGAxXjBFcBoPBYDAYDFfMtyy4fuOmD2C4csw1vt+Y63v/Mdf4/vPNXONvdobLYDAYDAaD4br4litcBoPBYDAYDNeCEVwGg8FgMBgMV4wRXIAQ4i8LIZQQYnTTZzFcHkKI/1QI8feFEP+vEOI3hRC9mz6T4XIQQvwZIcQ/EEL8TAjxH970eQyXixDiiRDifxdC/J4Q4qdCiL9402cyXD5CCFsI8dtCiP/lps9yHXzzgksI8QT4U8Dzmz6L4dL5m8AfUUr948A/BP7KDZ/HcAkIIWzgvwL+eeBXgH9dCPErN3sqwyVTAf++UuofBf5p4N8z1/he8heB37vpQ1wX37zgAv5z4D8AzPbAPUMp9b8pparNH/9P4PFNnsdwafxR4GdKqd9XShXA/wD8Szd8JsMlopR6o5T6O5v/jtA35Uc3eyrDZSKEeAz8i8B/e9NnuS6+acElhPhzwCul1O/e9FkMV86/C/yvN30Iw6XwCHhx4s8vMTfje4sQ4nvgnwT+r5s9ieGS+S/QxQ550we5LpybPsBVI4T4W8DBGZ/6deA/Av709Z7IcJl87Poqpf765mt+Hd2i+GvXeTbDlSHO+JipUN9DhBAt4H8C/pJSanXT5zFcDkKIXwMOlVJ/Wwjxz930ea6Ley+4lFJ/8qyPCyH+MeAZ8LtCCNDtpr8jhPijSqm313hEw1dw3vU9Rgjx7wC/BvwJZUzn7gsvgScn/vwYeH1DZzFcEUIIFy22/ppS6n++6fMYLpU/Bvw5IcS/AARARwjx3yul/s0bPteVYoxPNwghfgn8qlLqLqeWG04ghPgzwH8G/LNKqaObPo/hchBCOOgliD8BvAL+b+DfUEr99EYPZrg0hH4X/N8BM6XUX7rp8xiujk2F6y8rpX7tps9y1XzTM1yGe89/CbSBvymE+B0hxH990wcyfD2bRYi/APwWepj6fzRi697xx4B/C/jjm3+7v7OphhgMdxZT4TIYDAaDwWC4YkyFy2AwGAwGg+GKMYLLYDAYDAaD4YoxgstgMBgMBoPhijGCy2AwGAwGg+GKMYLLYDAYDAaD4YoxgstgMBgMBoPhijGCy2AwGAwGg+GK+f8BhiFCsvCR6bcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = datasets.make_blobs(n_samples=1000, centers=2, random_state=2)\n",
    "X = data[0].T\n",
    "y = np.expand_dims(data[1], 1).T\n",
    "\n",
    "neural_net = nn.NeuralNetwork([2, 4, 4, 1], seed=0)\n",
    "history = neural_net.train(X=X, y=y, batch_size=16, epochs=100, learning_rate=0.4, print_every=200, validation_split=0.2,\n",
    "                          tqdm_=False, plot_every=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noisy moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = datasets.make_moons(n_samples=1000, noise=0.1)\n",
    "X = data[0].T\n",
    "y = np.expand_dims(data[1], 1).T\n",
    "\n",
    "neural_net = nn.NeuralNetwork([2, 4, 4, 1], seed=2)\n",
    "history = neural_net.train(X=X, y=y, batch_size=32, epochs=500, learning_rate=0.4, print_every=200, validation_split=0.2,\n",
    "                          tqdm_=False, plot_every=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Circles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = datasets.make_circles(n_samples=500, noise=0.025)\n",
    "X = data[0].T\n",
    "y = np.expand_dims(data[1], 1).T\n",
    "\n",
    "neural_net = nn.NeuralNetwork([2, 4, 1], seed=11)\n",
    "history = neural_net.train(X=X, y=y, batch_size=16, epochs=1201, learning_rate=0.4, print_every=200, validation_split=0.2,\n",
    "                          tqdm_=False, plot_every=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# XOR problem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_points(n, centers, labels, amplitude):\n",
    "    x1_noisy = []\n",
    "    x2_noisy = []\n",
    "    y = []\n",
    "    for center, c in zip(centers, labels):\n",
    "        x1, x2 = center\n",
    "        noise_x1 = np.random.rand(n)\n",
    "        noise_x2 = np.random.rand(n)\n",
    "        x1_noisy += (noise_x1 + x1).tolist()\n",
    "        x2_noisy += (noise_x2 + x2).tolist()\n",
    "        y += [c] * n\n",
    "    \n",
    "    X = list(zip(x1_noisy, x2_noisy))\n",
    "    X = np.array(X)\n",
    "    y = np.array(y)\n",
    "    y = np.expand_dims(y, 1)\n",
    "    \n",
    "    X = X.T\n",
    "    y = y.T\n",
    "    return X, y\n",
    "\n",
    "X, y = generate_points(500, [(0, 0), (0, 1), (1, 0), (1, 1)], [0, 1, 1, 0], 0.005)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "neural_net = nn.NeuralNetwork([2, 4, 1], seed=3)\n",
    "history = neural_net.train(X=X, y=y, batch_size=64, epochs=551, learning_rate=0.2, print_every=200, validation_split=0.2,\n",
    "                          tqdm_=False, plot_every=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Where to go from here? \n",
    "\n",
    "There's room for a lot of improvement:\n",
    "\n",
    "Here are some guidelines if you want to learn more:\n",
    "\n",
    "- Go through the code in nn.py: understand each block and how it relates to the formulas in the slides. Most importantly, try to reproduce **everything** from scratch: it's the only way to check if you understood things well.\n",
    "\n",
    "- Implement a different loss function such as the Binary Cross Entropy loss. For a classification problem, this loss works better than a Mean Square Error. \n",
    "\n",
    "- Make the code generic regarding the activation functions so that we can choose any function we want: ReLU, Sigmoid, Tanh, etc.\n",
    "\n",
    "- Try to code another optimizers: SGD is good but it has some limitations: sometimes it can be stuck in local minima. Look into Adam or RMSProp.\n",
    "\n",
    "- Play with the hyperparameters and check the validation metrics\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tf]",
   "language": "python",
   "name": "conda-env-tf-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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